Assignment 1: Mining Sales Data to Find Patterns

Assignment Overview

Purpose

The goal of this assignment is to mine the data and uncover patterns, relationships, and insights from the Superstore dataset by applying data cleaning, descriptive statistics, visualization, and pattern mining techniques.

Part 1: Data Familiarization

1. Loading the data

Table 1: dimensions

Rows	Columns
Dataset Dimensions
9994	21

2-3. Identify categorical, numerical, and dateime variables | Check for Missing Values

	Column	Missing	Mean	Median	SD
Fig. 1: Superstore Dataset
Data Types and Summary Statistics
	Row.ID	0.0%	4,997.5	4,997.5	2,885.2
	Postal.Code	0.0%	55,190.4	56,430.5	32,063.7
	Sales	0.0%	229.9	54.5	623.2
	Quantity	0.0%	3.8	3.0	2.2
	Discount	0.0%	0.2	0.2	0.2
	Profit	0.0%	28.7	8.7	234.3
	Order.ID CA-2017-100111, CA-2017-157987, CA-2016-165330, US-2016-108504, CA-2015-131338, CA-2016-105732, US-2015-126977, CA-2014-106439, CA-2015-104346, CA-2015-132626, CA-2015-158421, CA-2015-164882, CA-2016-145177, CA-2017-117457, CA-2017-140949, US-2015-163433, US-2016-114013, CA-2014-129364, CA-2014-142769, CA-2014-167927, CA-2015-121720, CA-2015-167010, CA-2016-152730, CA-2017-102925, CA-2017-110905, CA-2017-113278, CA-2017-118017, CA-2017-140872, CA-2017-156776, CA-2017-161956, CA-2017-164756, US-2016-110156, US-2017-118087, CA-2014-103989, CA-2014-108189, CA-2014-110786, CA-2014-115812, CA-2014-139892, CA-2014-145317, CA-2014-145387, CA-2014-160766, CA-2014-165309, CA-2014-166863, CA-2014-167199, CA-2015-112130, CA-2015-119291, CA-2015-124800, CA-2015-126557, CA-2015-126725, CA-2015-130974, CA-2015-162201, CA-2015-165624, CA-2016-109365, CA-2016-109666, CA-2016-111682, CA-2016-120824, CA-2016-135776, CA-2016-145261, CA-2016-145583, CA-2016-157749, CA-2016-158694, CA-2017-104731, CA-2017-112515, CA-2017-119284, CA-2017-121048, CA-2017-128363, CA-2017-151750, CA-2017-157966, CA-2017-166093, US-2014-155502, US-2015-126753, US-2015-150630, US-2016-103674, US-2016-125402, US-2016-126452, US-2016-139087, US-2016-148901, US-2016-167472, US-2016-169040, US-2017-109253, US-2017-112347, US-2017-147886, US-2017-162558, US-2017-167920, CA-2014-121006, CA-2014-122931, CA-2014-124737, CA-2014-125997, CA-2014-126361, CA-2014-127446, CA-2014-131947, CA-2014-138317, CA-2014-144666, CA-2014-153969, CA-2014-156244, CA-2014-158372, CA-2014-168368, CA-2014-169019, CA-2015-102015, CA-2015-113628, CA-2015-121188, CA-2015-132486, CA-2015-142237, CA-2015-160472, CA-2015-161263, CA-2015-163181, CA-2015-169397, CA-2016-106950, CA-2016-115756, CA-2016-116526, CA-2016-124352, CA-2016-126004, CA-2016-126732, CA-2016-128531, CA-2016-128818, CA-2016-129126, CA-2016-129280, CA-2016-129868, CA-2016-137050, CA-2016-145548, CA-2016-145982, CA-2016-146934, CA-2016-150350, 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US-2015-137533, US-2015-137960, US-2015-138716, US-2015-138919, US-2015-140200, US-2015-140851, US-2015-141453, US-2015-141684, US-2015-142811, US-2015-145121, US-2015-145422, US-2015-147739, US-2015-149629, US-2015-149692, US-2015-150161, US-2015-150231, US-2015-151407, US-2015-151435, US-2015-153283, US-2015-153374, US-2015-154389, US-2015-157154, US-2015-158589, US-2015-159513, US-2015-160150, US-2015-161347, US-2015-161466, US-2015-163783, US-2015-164175, US-2015-164308, US-2015-164357, US-2015-164966, US-2015-165449, US-2015-167220, US-2015-168914, US-2016-100405, US-2016-100419, US-2016-100566, US-2016-101196, US-2016-101497, US-2016-101616, US-2016-102141, US-2016-102232, US-2016-104794, US-2016-104815, US-2016-106313, US-2016-106600, US-2016-106677, US-2016-108098, US-2016-108497, US-2016-109260, US-2016-110170, US-2016-112970, US-2016-112977, US-2016-113509, US-2016-114230, US-2016-114293, US-2016-114622, US-2016-114776, US-2016-115952, US-2016-116400, US-2016-116442, US-2016-117387, US-2016-119270, US-2016-119298, US-2016-120460, US-2016-120929, US-2016-122182, US-2016-122245, US-2016-126844, US-2016-126893, US-2016-128195, US-2016-128293, US-2016-128902, US-2016-131058, US-2016-131674, US-2016-131891, US-2016-131912, US-2016-132857, US-2016-133508, US-2016-134369, US-2016-134488, US-2016-134656, US-2016-134761, US-2016-136581, US-2016-137547, US-2016-138408, US-2016-139388, US-2016-139710, US-2016-140809, US-2016-141880, US-2016-142251, US-2016-142685, US-2016-143448, US-2016-144351, US-2016-144393, US-2016-144477, US-2016-144547, US-2016-146066, US-2016-146794, US-2016-146857, US-2016-147340, US-2016-147991, US-2016-148110, US-2016-148334, US-2016-148803, US-2016-148957, US-2016-149790, US-2016-150035, US-2016-150140, US-2016-151260, US-2016-151862, US-2016-152373, US-2016-152835, US-2016-153129, US-2016-154256, US-2016-154361, US-2016-155180, US-2016-155404, US-2016-157308, US-2016-157840, US-2016-158288, US-2016-158309, US-2016-158680, US-2016-158708, US-2016-159093, US-2016-159415, US-2016-159856, US-2016-160206, US-2016-162026, US-2016-162103, US-2016-162852, US-2016-163258, US-2016-163461, US-2016-163538, US-2016-164189, US-2016-164196, US-2016-164588, US-2016-164630, US-2016-164945, US-2017-100209, US-2017-100398, US-2017-101518, US-2017-101721, US-2017-101784, US-2017-102638, US-2017-102890, US-2017-102904, US-2017-103226, US-2017-103814, US-2017-104094, US-2017-104437, US-2017-104451, US-2017-104955, US-2017-105697, US-2017-105830, US-2017-106551, US-2017-106579, US-2017-106705, US-2017-106796, US-2017-107636, US-2017-108014, US-2017-108063, US-2017-108700, US-2017-109484, US-2017-109582, US-2017-109610, US-2017-110989, US-2017-110996, US-2017-111241, US-2017-111745, US-2017-111920, US-2017-112613, US-2017-112928, US-2017-113201, US-2017-113852, US-2017-113992, US-2017-114034, US-2017-114356, US-2017-114657, US-2017-115301, US-2017-115595, US-2017-115609, US-2017-116491, US-2017-116505, US-2017-116659, US-2017-116701, US-2017-117331, US-2017-117723, US-2017-118157, US-2017-118535, US-2017-118598, US-2017-119039, US-2017-119319, US-2017-119662, US-2017-120089, US-2017-120390, US-2017-120607, US-2017-120649, US-2017-120908, US-2017-122637, US-2017-122714, US-2017-123204, US-2017-123281, US-2017-123463, US-2017-123834, US-2017-124821, US-2017-124926, US-2017-124968, US-2017-125213, US-2017-125808, US-2017-126060, US-2017-126081, US-2017-127341, US-2017-127719, US-2017-128398, US-2017-128832, US-2017-129203, US-2017-129224, US-2017-129441, US-2017-130603, US-2017-131583, US-2017-132206, US-2017-132220, US-2017-132381, US-2017-132927, US-2017-133781, US-2017-134481, US-2017-135013, US-2017-135062, US-2017-135230, US-2017-135503, US-2017-136189, US-2017-136707, US-2017-136784, US-2017-137491, US-2017-138086, US-2017-139577, US-2017-139647, US-2017-139955, US-2017-139969, US-2017-140074, US-2017-140312, US-2017-141509, US-2017-141698, US-2017-141852, US-2017-141943, US-2017-143028, US-2017-143175, US-2017-144582, US-2017-145597, US-2017-146213, US-2017-146822, US-2017-146878, US-2017-146906, US-2017-147655, US-2017-147984, US-2017-147998, US-2017-148551, US-2017-148768, US-2017-148831, US-2017-148866, US-2017-149006, US-2017-150070, US-2017-150847, US-2017-151127, US-2017-152002, US-2017-152366, US-2017-152380, US-2017-152492, US-2017-152842, US-2017-152898, US-2017-153255, US-2017-153633, US-2017-154851, US-2017-155299, US-2017-156083, US-2017-156909, US-2017-157224, US-2017-157896, US-2017-158946, US-2017-159562, US-2017-160143, US-2017-160759, US-2017-162068, US-2017-162124, US-2017-162208, US-2017-163195, US-2017-164056, US-2017-165456, US-2017-166037, US-2017-166233, US-2017-166394, US-2017-166611, US-2017-167570, US-2017-168613, US-2017-168690 and US-2017-168802	0.0%	—	—	—
	Order.Date 9/5/2016, 9/2/2017, 11/10/2016, 12/1/2017, 12/2/2017, 12/9/2017, 11/12/2017, 12/8/2017, 9/9/2017, 12/11/2016, 9/4/2017, 11/24/2016, 11/6/2017, 11/8/2015, 12/22/2017, 9/8/2014, 10/2/2017, 11/11/2014, 11/19/2017, 9/15/2017, 9/2/2016, 11/2/2017, 11/20/2015, 11/24/2017, 5/30/2016, 9/24/2017, 9/7/2014, 11/3/2016, 12/20/2014, 12/6/2015, 10/30/2017, 11/3/2017, 12/1/2016, 12/25/2017, 7/21/2017, 8/21/2017, 9/17/2015, 9/7/2017, 11/13/2017, 11/20/2016, 12/11/2017, 12/27/2015, 6/12/2016, 9/11/2017, 9/22/2017, 10/21/2016, 11/13/2015, 11/18/2017, 11/21/2015, 12/10/2017, 12/18/2016, 5/14/2017, 9/25/2015, 9/29/2017, 9/8/2016, 11/1/2014, 11/18/2014, 11/4/2016, 12/10/2015, 12/18/2017, 12/23/2016, 12/3/2017, 3/13/2016, 3/13/2017, 5/19/2017, 7/3/2017, 8/26/2016, 9/1/2016, 9/18/2017, 9/21/2015, 9/23/2017, 9/25/2016, 9/26/2015, 10/13/2016, 10/31/2014, 11/11/2016, 11/24/2014, 11/5/2016, 11/7/2016, 12/24/2015, 12/25/2016, 12/28/2017, 12/5/2017, 3/17/2014, 7/25/2016, 7/8/2017, 8/27/2017, 9/14/2014, 9/24/2015, 9/29/2014, 1/14/2017, 10/12/2017, 10/21/2017, 10/23/2017, 11/16/2017, 11/19/2016, 11/5/2017, 12/11/2015, 12/14/2017, 12/4/2017, 12/6/2016, 4/18/2015, 4/30/2017, 4/8/2016, 5/26/2016, 6/17/2016, 6/21/2014, 7/14/2016, 9/10/2017, 9/14/2017, 9/20/2014, 9/4/2016, 1/20/2014, 10/28/2016, 10/31/2015, 11/20/2017, 11/23/2017, 11/27/2015, 11/4/2017, 12/2/2016, 12/9/2016, 4/1/2016, 5/18/2017, 5/31/2015, 6/20/2016, 6/3/2017, 6/6/2016, 7/17/2016, 8/17/2017, 8/18/2017, 8/7/2017, 8/9/2015, 9/11/2016, 9/17/2017, 9/26/2016, 1/30/2017, 10/19/2017, 11/12/2016, 11/14/2016, 11/17/2017, 11/25/2014, 11/26/2016, 11/26/2017, 12/24/2017, 12/25/2015, 12/27/2014, 12/29/2014, 12/3/2016, 12/4/2015, 12/5/2014, 12/5/2016, 3/5/2015, 6/15/2017, 6/19/2017, 6/26/2016, 6/26/2017, 6/9/2014, 8/21/2015, 8/23/2016, 9/19/2016, 9/21/2014, 10/13/2017, 10/2/2015, 10/20/2017, 10/23/2015, 10/5/2017, 11/10/2017, 11/11/2017, 11/21/2017, 11/30/2015, 11/30/2017, 11/4/2014, 12/16/2014, 12/23/2017, 12/26/2014, 12/8/2016, 2/5/2016, 3/3/2016, 4/13/2015, 4/19/2016, 4/23/2017, 6/29/2017, 7/20/2014, 7/26/2014, 7/7/2016, 9/12/2016, 9/13/2014, 9/18/2016, 9/19/2017, 1/21/2017, 11/22/2015, 11/26/2014, 11/27/2016, 11/3/2014, 11/7/2014, 11/7/2015, 12/1/2015, 12/10/2016, 12/12/2015, 12/19/2015, 12/2/2014, 12/31/2014, 3/27/2017, 4/16/2015, 6/11/2017, 6/18/2015, 7/9/2015, 8/24/2015, 8/25/2014, 9/13/2015, 9/15/2015, 9/17/2014, 9/17/2016, 9/18/2015, 9/20/2017, 9/22/2016, 9/3/2015, 9/7/2015, 9/8/2017, 10/15/2016, 10/3/2014, 11/13/2016, 11/14/2015, 11/17/2014, 11/19/2014, 11/25/2017, 11/27/2017, 11/28/2014, 11/28/2015, 11/9/2015, 12/12/2016, 12/16/2017, 12/17/2017, 12/26/2016, 12/30/2014, 12/8/2014, 2/17/2017, 3/16/2017, 3/17/2017, 3/19/2015, 3/31/2017, 3/8/2016, 4/17/2017, 4/20/2017, 4/5/2014, 4/5/2015, 4/6/2014, 5/12/2017, 5/3/2015, 5/6/2017, 6/10/2017, 6/11/2015, 6/16/2017, 7/14/2017, 7/2/2015, 8/13/2017, 8/16/2015, 8/27/2016, 8/8/2014, 9/11/2015, 9/16/2017, 9/23/2016, 9/25/2017, 9/26/2014, 9/3/2016, 9/3/2017, 9/9/2014, 10/1/2017, 10/22/2017, 10/27/2017, 10/6/2017, 10/9/2015, 11/1/2015, 11/10/2014, 11/16/2015, 11/18/2016, 11/21/2016, 11/23/2014, 11/25/2016, 11/28/2017, 11/9/2017, 12/1/2014, 12/14/2015, 12/17/2015, 12/19/2014, 12/29/2016, 12/29/2017, 12/3/2015, 12/5/2015, 3/21/2017, 3/25/2017, 4/1/2017, 4/9/2017, 5/14/2015, 5/2/2016, 5/20/2017, 5/28/2017, 5/5/2016, 5/9/2016, 6/4/2016, 7/12/2014, 7/16/2016, 7/18/2016, 7/20/2017, 7/22/2016, 7/29/2017, 8/12/2017, 8/21/2016, 8/5/2014, 9/23/2014, 9/24/2016, 1/13/2014, 1/22/2016, 10/12/2015, 10/13/2014, 10/7/2017, 10/9/2017, 11/12/2014, 11/12/2015, 11/17/2015, 11/2/2014, 11/2/2015, 11/28/2016, 12/20/2015, 12/21/2015, 12/21/2017, 12/24/2014, 12/31/2015, 12/6/2014, 2/20/2017, 2/21/2016, 3/14/2014, 3/18/2014, 3/19/2017, 3/2/2017, 3/21/2014, 3/26/2017, 4/12/2016, 5/27/2017, 5/4/2017, 5/8/2015, 6/1/2014, 6/1/2017, 6/12/2017, 6/23/2016, 6/30/2017, 6/8/2017, 7/11/2015, 7/31/2017, 7/8/2016, 8/12/2014, 8/23/2015, 8/31/2017, 9/10/2016, 9/12/2014, 9/22/2015, 9/28/2015, 1/1/2017, 1/29/2017, 1/30/2016, 10/10/2014, 10/14/2014, 10/14/2016, 10/20/2016, 10/26/2017, 11/14/2017, 11/16/2014, 11/22/2016, 11/23/2015, 11/24/2015, 11/29/2015, 11/7/2017, 3/1/2014, 3/16/2015, 3/18/2017, 3/22/2015, 3/6/2017, 4/10/2017, 4/16/2017, 4/22/2016, 4/26/2015, 5/21/2014, 5/28/2016, 6/13/2015, 6/14/2016, 6/24/2017, 6/25/2015, 7/11/2014, 7/15/2017, 7/20/2015, 7/23/2016, 7/23/2017, 7/5/2014, 8/13/2016, 8/15/2016, 8/23/2014, 8/28/2015, 9/13/2016, 9/20/2016, 9/27/2015, 9/28/2017, 9/29/2016, 9/6/2015, 1/19/2017, 1/26/2014, 1/6/2014, 10/11/2014, 10/18/2014, 10/27/2016, 10/3/2017, 11/21/2014, 12/12/2014, 12/13/2015, 12/14/2014, 12/14/2016, 12/15/2015, 12/23/2014, 12/4/2016, 12/7/2015, 12/7/2017, 2/11/2014, 2/16/2016, 2/2/2017, 2/26/2017, 2/6/2015, 3/10/2017, 3/20/2015, 3/29/2016, 3/3/2014, 3/30/2014, 3/31/2014, 3/5/2017, 4/11/2014, 4/18/2016, 4/24/2017, 4/28/2014, 4/30/2015, 4/4/2015, 5/11/2017, 5/13/2017, 5/14/2016, 5/17/2016, 5/19/2016, 5/28/2015, 5/3/2016, 5/3/2017, 5/30/2017, 6/17/2017, 6/20/2014, 6/20/2017, 6/6/2014, 6/8/2015, 7/14/2014, 7/17/2017, 7/21/2016, 7/23/2014, 7/7/2017, 7/9/2014, 7/9/2017, 8/15/2014, 8/29/2016, 8/4/2014, 8/9/2014, 9/10/2015, 9/12/2015, 9/19/2014, 9/2/2014, 9/5/2015, 1/15/2016, 1/15/2017, 1/2/2015, 1/2/2017, 10/1/2016, 10/15/2015, 10/15/2017, 10/20/2014, 10/26/2015, 10/28/2017, 10/31/2016, 11/10/2015, 11/14/2014, 11/15/2014, 11/15/2015, 11/22/2014, 11/5/2014, 11/5/2015, 12/22/2016, 12/24/2016, 12/30/2016, 12/9/2014, 2/15/2015, 2/16/2017, 2/3/2017, 3/11/2014, 3/23/2017, 3/28/2017, 3/29/2015, 3/7/2014, 3/8/2015, 4/10/2016, 4/14/2017, 4/15/2016, 4/17/2015, 4/18/2014, 4/21/2017, 4/23/2016, 4/25/2017, 4/4/2014, 4/8/2017, 5/10/2014, 5/11/2014, 5/12/2015, 5/15/2017, 5/22/2016, 5/25/2015, 5/26/2014, 5/26/2015, 5/29/2015, 5/29/2017, 5/30/2014, 6/11/2016, 6/28/2016, 6/30/2014, 6/4/2017, 6/5/2016, 7/1/2016, 7/12/2015, 7/18/2017, 7/19/2016, 7/21/2014, 7/22/2014, 7/25/2015, 7/25/2017, 7/27/2017, 7/28/2016, 8/22/2016, 8/28/2017, 8/4/2016, 8/7/2015, 9/21/2017, 9/22/2014, 9/6/2016, 1/23/2017, 10/10/2016, 10/19/2014, 10/2/2014, 10/2/2016, 10/3/2016, 10/30/2015, 10/4/2016, 10/5/2015, 11/6/2016, 11/9/2014, 12/15/2016, 12/17/2016, 12/18/2015, 12/19/2016, 12/27/2016, 12/30/2017, 12/31/2016, 2/13/2017, 2/14/2015, 3/1/2015, 3/10/2016, 3/11/2017, 3/12/2016, 3/14/2016, 3/15/2016, 3/17/2016, 3/19/2014, 3/20/2016, 3/24/2017, 3/3/2017, 3/6/2016, 4/11/2015, 4/11/2017, 4/16/2016, 4/25/2015, 4/7/2017, 4/8/2014, 5/1/2015, 5/12/2016, 5/20/2014, 5/21/2016, 5/22/2017, 5/23/2014, 5/23/2016, 5/27/2016, 5/5/2014, 5/6/2016, 5/8/2016, 5/9/2017, 6/1/2015, 6/22/2014, 6/23/2015, 6/26/2015, 6/9/2015, 7/11/2017, 7/16/2015, 7/26/2015, 7/4/2016, 7/5/2015, 7/6/2015, 8/10/2015, 8/12/2016, 8/19/2014, 8/2/2015, 8/20/2017, 8/27/2014, 8/3/2017, 8/30/2016, 8/31/2015, 8/6/2017, 8/8/2015, 8/8/2016, 9/1/2015, 9/1/2017, 9/12/2017, 9/14/2015, 9/15/2016, 9/20/2015, 9/26/2017, 9/30/2017, 9/4/2015, 1/12/2015, 1/20/2017, 1/22/2017, 1/25/2016, 1/26/2017, 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	Ship.Mode Standard Class, Second Class, First Class and Same Day	0.0%	—	—	—
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EH-13990, EH-14185, EJ-13720, EJ-14155, ES-14020, JB-15925, JH-15820, JS-15595, JS-15940, KN-16450, MC-17635, MD-17860, MF-17665, MG-18145, ND-18460, PL-18925, RH-19495, RK-19300, SC-20680, SW-20755, VG-21790, VM-21835, VS-21820, YC-21895, AF-10885, AR-10405, AR-10510, BG-11740, BP-11050, BT-11440, CL-11890, CM-12115, CM-12160, CM-12190, CR-12820, CS-11860, CS-12130, DC-13285, EB-13930, EB-14170, EC-14050, EM-13810, GT-14755, HD-14785, HM-14980, IG-15085, JB-16000, JD-15790, JE-16165, JG-15115, JH-15430, JL-15175, JM-15580, JW-16075, KC-16675, LC-16960, LD-17005, LM-17065, MG-17695, MG-17875, MS-17530, NP-18685, PA-19060, PM-19135, PT-19090, RB-19645, RB-19705, SB-20170, SC-20575, SJ-20500, SW-20275, TB-21595, TH-21100, TR-21325, TS-21430, AB-10015, AC-10660, BF-11080, BN-11470, BP-11230, CD-11980, CR-12580, CR-12730, CS-12460, DB-13360, DF-13135, Dl-13600, EB-13975, EM-13960, EM-14065, GD-14590, GT-14635, HH-15010, HJ-14875, HZ-14950, JD-16060, JJ-15445, LH-17020, LS-17230, ME-18010, MH-17620, MM-17260, MR-17545, MZ-17335, RB-19330, SM-20005, SM-20905, SS-20515, SV-20815, SW-20350, VG-21805, AC-10420, AG-10300, AG-10765, AH-10585, AJ-10960, AR-10345, BD-11635, BE-11410, CG-12520, DJ-13420, DK-13150, ER-13855, GP-14740, GR-14560, GZ-14545, JH-16180, KC-16540, KW-16570, LW-17125, MO-17500, MS-17830, PB-19105, PC-18745, RD-19660, SC-20800, SG-20890, SK-19990, VP-21730, BD-11560, BF-11275, CC-12550, CH-12070, CM-11935, CR-12625, DP-13165, EK-13795, EM-14200, IM-15055, JC-15340, JC-15385, JK-15325, KS-16300, ML-18040, MO-17950, NF-18475, PM-18940, RR-19315, SC-20845, TB-21190, TC-21145, TM-21490, AS-10135, BT-11485, BW-11065, FW-14395, GH-14485, GH-14665, JJ-15760, JR-15670, LB-16735, LH-16750, LT-16765, ML-18265, MW-18235, PC-19000, PK-18910, RH-19555, RS-19870, TT-21265, AR-10570, BO-11425, EL-13735, MG-18205, NB-18580, PB-19210, PH-18790, RM-19750, SH-20635, TS-21085, AO-10810, CJ-11875, JR-15700, LD-16855 and RE-19405	0.0%	—	—	—
	Customer.Name William Brown, John Lee, Matt Abelman, Paul Prost, Chloris Kastensmidt, Edward Hooks, Jonathan Doherty, Seth Vernon, Arthur Prichep, Emily Phan, Zuschuss Carroll, Lena Cacioppo, Brian Moss, Dean percer, Greg Tran, Ken Lonsdale, Sally Hughsby, Chris Selesnick, Clay Ludtke, Keith Dawkins, Kunst Miller, Xylona Preis, Ben Ferrer, Damala Kotsonis, Cassandra Brandow, Laura Armstrong, Noel Staavos, Patrick Gardner, Steven Cartwright, Adam Shillingsburg, Clytie Kelty, Erin Ashbrook, Pete Kriz, Resi Pölking, Stewart Visinsky, Brosina Hoffman, Dan Reichenbach, Greg Guthrie, Joseph Airdo, Laurel Beltran, Maribeth Schnelling, Rob Lucas, Sanjit Jacobs, Stefania Perrino, Sung Pak, Anna Häberlin, Dave Hallsten, Dennis Kane, Joel Eaton, Keith Herrera, Ken Black, Lena Creighton, Rick Bensley, Rick Wilson, Anne McFarland, Carlos Soltero, Chris Cortes, Christine Sundaresam, Guy Armstrong, Joe Elijah, Karl Braun, Kelly Lampkin, Lindsay Shagiari, Maria Etezadi, Mick Hernandez, Natalie Webber, Patrick O'Brill, Russell Applegate, Sanjit Chand, Suzanne McNair, Andrew Gjertsen, Anthony Johnson, Arthur Gainer, Barry Französisch, Dean Braden, Eugene Moren, Frank Hawley, Irene Maddox, Muhammed Yedwab, Naresj Patel, Pamela Stobb, Ruben Dartt, Saphhira Shifley, Shirley Daniels, Stewart Carmichael, Sue Ann Reed, Adam Hart, Adrian Barton, Bart Pistole, Brenda Bowman, Brian Dahlen, Brian Thompson, Caroline Jumper, Darrin Martin, David Smith, Edward Becker, Erin Smith, Frank Merwin, George Bell, Harry Marie, Helen Wasserman, Jim Epp, Joe Kamberova, Katherine Murray, Marina Lichtenstein, Michael Paige, Nick Zandusky, Roger Demir, Sam Zeldin, Shahid Collister, Tracy Blumstein, Anne Pryor, Bill Donatelli, Chuck Clark, Claudia Bergmann, Cynthia Voltz, Darrin Sayre, Dean Katz, Herbert Flentye, Jamie Frazer, Janet Martin, Justin MacKendrick, Kalyca Meade, Logan Currie, Logan Haushalter, Maria Bertelson, Maxwell Schwartz, Michelle Moray, Mick Crebagga, Mike Pelletier, Peter Fuller, Rob Dowd, Sanjit Engle, Steve Nguyen, Tamara Manning, Thomas Seio, Tim Brockman, Adam Bellavance, Ann Chong, Anna Andreadi, Arianne Irving, Becky Castell, Ben Peterman, Carol Triggs, Dan Campbell, Eugene Hildebrand, Helen Andreada, James Galang, Joy Smith, Karen Ferguson, Katharine Harms, Matt Connell, Natalie DeCherney, Philisse Overcash, Raymond Buch, Ross Baird, Scott Cohen, Stephanie Ulpright, Ted Butterfield, Victoria Wilson, Bart Watters, Bradley Nguyen, Christina Anderson, Cynthia Arntzen, Darren Powers, Delfina Latchford, Eric Hoffmann, Frank Atkinson, Gary Hansen, Henry Goldwyn, Jay Kimmel, Jeremy Lonsdale, Julie Kriz, Justin Deggeller, Katherine Nockton, Ken Heidel, Maribeth Dona, Matt Collister, Michael Kennedy, Nat Carroll, Nona Balk, Paul Gonzalez, Ralph Arnett, Sam Craven, Sean Braxton, Sylvia Foulston, Theresa Swint, Tom Boeckenhauer, Adrian Hane, Annie Thurman, Art Ferguson, Arthur Wiediger, Becky Martin, Berenike Kampe, Beth Paige, Elizabeth Moffitt, Giulietta Baptist, Jay Fein, Jennifer Braxton, Jeremy Pistek, Jill Fjeld, John Castell, Karen Daniels, Lena Radford, Luke Foster, Michael Moore, Nat Gilpin, Randy Ferguson, Richard Bierner, Rob Williams, Ross DeVincentis, Tamara Dahlen, Theone Pippenger, Toby Carlisle, Valerie Dominguez, Allen Armold, Anna Gayman, Anthony Jacobs, Christine Phan, Cynthia Delaney, Dana Kaydos, Dianna Vittorini, Filia McAdams, Frank Olsen, Heather Kirkland, Jennifer Patt, Jeremy Farry, Katrina Edelman, Kristen Hastings, Kristina Nunn, Laurel Workman, Lena Hernandez, Liz Preis, Luke Weiss, Maris LaWare, Mark Van Huff, Maurice Satty, Max Jones, Neola Schneider, Neoma Murray, Nick Crebassa, Odella Nelson, Rick Duston, Robert Waldorf, Roy Phan, Ruben Ausman, Sample Company A, Sarah Foster, Sean Miller, Sean O'Donnell, Shahid Hopkins, Skye Norling, Stephanie Phelps, Sung Shariari, Thomas Thornton, Todd Sumrall, Trudy Brown, Alan Barnes, Alejandro Ballentine, Alejandro Grove, Benjamin Venier, Bruce Stewart, Bryan Mills, Cathy Prescott, Christopher Schild, Craig Carreira, Cyma Kinney, Dan Lawera, Daniel Lacy, Darren Budd, Dave Poirier, David Bremer, Dennis Pardue, Denny Blanton, Dorothy Badders, Emily Ducich, Frank Carlisle, Frank Preis, Fred Harton, Fred McMath, Gary Zandusky, George Ashbrook, Grace Kelly, Harold Ryan, Ivan Liston, Jane Waco, Jason Fortune-, Jennifer Ferguson, Joseph Holt, Katherine Hughes, Kean Takahito, Linda Cazamias, Linda Southworth, Liz Thompson, Luke Schmidt, Mark Packer, Matthew Grinstein, Michael Chen, Mitch Webber, Natalie Fritzler, Nathan Cano, Nathan Mautz, Roland Fjeld, Roland Schwarz, Sheri Gordon, Steve Chapman, Susan Pistek, Ted Trevino, Tonja Turnell, Tony Sayre, Trudy Schmidt, Victoria Pisteka, Alan Hwang, Alan Schoenberger, Alan Shonely, Anthony Rawles, Barbara Fisher, Bill Stewart, Brad Eason, Chad Cunningham, Christina DeMoss, Christina VanderZanden, Cindy Chapman, Craig Molinari, Daniel Raglin, Dave Brooks, Dave Kipp, Deborah Brumfield, Denise Monton, Denny Ordway, Don Jones, Fred Hopkins, Gene McClure, Hallie Redmond, Jack O'Briant, Jamie Kunitz, Janet Molinari, Jeremy Ellison, John Murray, Julie Prescott, Kean Thornton, Ken Dana, Marc Crier, Marc Harrigan, Maribeth Yedwab, Max Engle, Max Ludwig, Michael Granlund, Nick Radford, Nora Preis, Parhena Norris, Patrick Jones, Patrick O'Donnell, Paul Stevenson, Paul Van Hugh, Pauline Webber, Penelope Sewall, Quincy Jones, Speros Goranitis, Susan Vittorini, Tiffany House, Todd Boyes, Tracy Hopkins, Aimee Bixby, Alan Dominguez, Alice McCarthy, Andrew Allen, Ann Steele, Annie Zypern, Barry Gonzalez, Bill Overfelt, Christine Kargatis, Christy Brittain, Corey Catlett, Craig Carroll, Daniel Byrd, Dionis Lloyd, Ed Braxton, Gary Mitchum, Jack Lebron, Jim Karlsson, Jim Kriz, Jim Mitchum, Lauren Leatherbury, Lisa Ryan, Lynn Smith, Michelle Arnett, Monica Federle, Muhammed MacIntyre, Nicole Fjeld, Patrick Ryan, Pierre Wener, Rachel Payne, Rick Huthwaite, Rose O'Brian, Sarah Brown, Sean Christensen, Shahid Shariari, Shui Tom, Steven Roelle, Tamara Chand, Tamara Willingham, Tanja Norvell, Toby Swindell, Valerie Mitchum, Yana Sorensen, Aaron Hawkins, Alex Avila, Becky Pak, Brian Stugart, Carl Weiss, Charles Crestani, Christine Abelman, Christopher Conant, Craig Yedwab, Dianna Wilson, Doug Bickford, Doug O'Connell, Duane Huffman, Duane Noonan, Emily Burns, Erica Hernandez, Eugene Barchas, Frank Gastineau, Gary McGarr, Greg Matthias, Greg Maxwell, Harold Engle, Hunter Glantz, Hunter Lopez, Jas O'Carroll, Jason Gross, Jesus Ocampo, Jim Sink, John Lucas, Joni Wasserman, Joy Daniels, Kelly Andreada, Lindsay Williams, Mark Hamilton, Matt Collins, Maya Herman, Meg O'Connel, Michael Stewart, Michelle Tran, Mike Caudle, Mike Kennedy, Mike Vittorini, Neil Knudson, Nicole Hansen, Philip Brown, Rob Haberlin, Robert Marley, Roy Französisch, Ryan Crowe, Sandra Glassco, Scot Coram, Thomas Boland, Toby Braunhardt, Tony Chapman, Troy Staebel, Vicky Freymann, Aaron Smayling, Andy Yotov, Ashley Jarboe, Barry Franz, Ben Wallace, Bill Tyler, Bradley Drucker, Bradley Talbott, Brendan Murry, Brendan Sweed, Bruce Degenhardt, Bryan Davis, Candace McMahon, Carol Adams, Cathy Armstrong, Christopher Martinez, Corinna Mitchell, Don Miller, Dorothy Wardle, Duane Benoit, Eudokia Martin, Fred Chung, Gary Hwang, Harold Pawlan, Harry Greene, Helen Abelman, Janet Lee, Jessica Myrick, Justin Ritter, Karen Bern, Karen Carlisle, Katherine Ducich, Katrina Willman, Mark Cousins, Mary Zewe, Maureen Gastineau, Meg Tillman, Michael Nguyen, Michelle Huthwaite, Mick Brown, Nancy Lomonaco, Nora Paige, Olvera Toch, Patrick Bzostek, Pauline Johnson, Philip Fox, Phillina Ober, Phillip Flathmann, Rick Reed, Roy Collins, Russell D'Ascenzo, Sarah Jordon, Scot Wooten, Shaun Chance, Sibella Parks, Tom Ashbrook, Tom Prescott, Tracy Collins, Tracy Poddar, Trudy Glocke, Victoria Brennan, Alex Grayson, Alyssa Tate, Amy Cox, Andy Gerbode, Andy Reiter, Beth Thompson, Bill Eplett, Bill Shonely, Carlos Daly, Catherine Glotzbach, Chuck Magee, Cindy Schnelling, Cindy Stewart, Dario Medina, Darrin Van Huff, David Wiener, Deanra Eno, Don Weiss, Dorothy Dickinson, Edward Nazzal, Emily Grady, Giulietta Weimer, John Grady, John Stevenson, Jonathan Howell, Julia Barnett, Juliana Krohn, Julie Creighton, Katrina Bavinger, Ken Brennan, Khloe Miller, Laurel Elliston, Liz Carlisle, Liz Pelletier, Lori Olson, Mark Haberlin, Nathan Gelder, Noah Childs, Raymond Messe, Ricardo Sperren, Richard Eichhorn, Rob Beeghly, Ryan Akin, Sandra Flanagan, Sara Luxemburg, Sharelle Roach, Shaun Weien, Sonia Sunley, Thea Hudgings, Toby Gnade, Tracy Zic, Valerie Takahito, Zuschuss Donatelli, Alan Haines, Alejandro Savely, Allen Goldenen, Amy Hunt, Ann Blume, Anthony Witt, Barry Blumstein, Benjamin Farhat, Brian DeCherney, Brooke Gillingham, Bryan Spruell, Cari Sayre, Charles Sheldon, Chris McAfee, Corey-Lock, Craig Leslie, Darren Koutras, Deirdre Greer, Denise Leinenbach, Dianna Arnett, Doug Jacobs, Ed Jacobs, Ellis Ballard, Erica Hackney, Erica Smith, Eva Jacobs, Evan Henry, Jill Stevenson, John Huston, Joni Blumstein, Joni Sundaresam, Kean Nguyen, Matthew Clasen, Maureen Fritzler, Michael Dominguez, Mike Gockenbach, Neil Ducich, Paul Lucas, Ralph Kennedy, Rick Hansen, Steve Carroll, Steven Ward, Vivek Gonzalez, Vivek Sundaresam, Vivian Mathis, Yoseph Carroll, Allen Rosenblatt, Andrew Roberts, Art Foster, Barry Pond, Bobby Trafton, Bruce Geld, Cari Schnelling, Carl Ludwig, Chad McGuire, Chad Sievert, Charles McCrossin, Charlotte Melton, Cyra Reiten, Debra Catini, Eleni McCrary, Eric Barreto, Erin Creighton, Evan Bailliet, Guy Thornton, Harold Dahlen, Henry MacAllister, Ivan Gibson, Jack Garza, James Lanier, Jennifer Halladay, Jill Matthias, John Dryer, Joy Bell-, Julia West, Justin Ellison, Kimberly Carter, Lindsay Castell, Lisa DeCherney, Liz MacKendrick, MaryBeth Skach, Maureen Gnade, Michael Grace, Nora Pelletier, Pete Armstrong, Pete Takahito, Peter McVee, Robert Barroso, Roger Barcio, Sarah Bern, Scott Williamson, Shirley Jackson, Sonia Cooley, Thea Hendricks, Toby Ritter, Tom Stivers, Troy Blackwell, Aaron Bergman, Anna Chung, Bart Folk, Benjamin Patterson, Brad Norvell, Carol Darley, Chuck Sachs, Clay Rozendal, Craig Reiter, David Flashing, Dennis Bolton, Dorris liebe, Eric Murdock, Erica Bern, Erin Mull, Giulietta Dortch, Grant Thornton, Heather Jas, Henia Zydlo, Hilary Holden, Jennifer Jackson, Julia Dunbar, Lisa Hazard, Lycoris Saunders, Magdelene Morse, Maria Zettner, Mathew Reese, Matt Hagelstein, Michelle Ellison, Randy Bradley, Sally Matthias, Sean Wendt, Shirley Schmidt, Stuart Van, Susan MacKendrick, Vivek Grady, Aleksandra Gannaway, Alex Russell, Alyssa Crouse, Angele Hood, Anthony Garverick, Astrea Jones, Bobby Elias, Brian Derr, Claire Gute, David Kendrick, Denny Joy, Elpida Rittenbach, George Zrebassa, Georgia Rosenberg, Guy Phonely, Justin Hirsh, Kelly Collister, Kelly Williams, Liz Willingham, Mary O'Rourke, Melanie Seite, Pamela Coakley, Peter Bühler, Robert Dilbeck, Sally Knutson, Stuart Calhoun, Susan Gilcrest, Victor Preis, Beth Fritzler, Brendan Dodson, Carlos Meador, Cathy Hwang, Clay Cheatham, Corey Roper, David Philippe, Eileen Kiefer, Evan Minnotte, Ionia McGrath, Jason Klamczynski, Jasper Cacioppo, Jenna Caffey, Karen Seio, Michael Oakman, Michelle Lonsdale, Neil Französisch, Paul MacIntyre, Ralph Ritter, Sung Chung, Theresa Coyne, Thomas Brumley, Tony Molinari, Adrian Shami, Barry Weirich, Brad Thomas, Fred Wasserman, Gene Hale, Greg Hansen, Jim Radford, Joel Jenkins, Larry Blacks, Larry Hughes, Larry Tron, Mitch Willingham, Muhammed Lee, Paul Knutson, Pauline Chand, Ritsa Hightower, Roy Skaria, Tim Taslimi, Anemone Ratner, Bobby Odegard, Ed Ludwig, Mitch Gastineau, Nicole Brennan, Patricia Hirasaki, Phillip Breyer, Roland Murray, Stefanie Holloman, Thais Sissman, Anthony O'Donnell, Carl Jackson, Jocasta Rupert, Lela Donovan and Ricardo Emerson	0.0%	—	—	—
	Segment Consumer, Corporate and Home Office	0.0%	—	—	—
	Country United States	0.0%	—	—	—
	City New York City, Los Angeles, Philadelphia, San Francisco, Seattle, Houston, Chicago, Columbus, San Diego, Springfield, Dallas, Jacksonville, Detroit, Newark, Richmond, Jackson, Columbia, Aurora, Phoenix, Long Beach, Arlington, San Antonio, Louisville, Miami, Rochester, Charlotte, Henderson, Lakewood, Lancaster, Fairfield, Milwaukee, Denver, Lawrence, Baltimore, Cleveland, Pasadena, San Jose, Fayetteville, Salem, Atlanta, Austin, Franklin, Huntsville, Tampa, Wilmington, Decatur, Toledo, Tucson, Concord, Lafayette, Providence, Memphis, Oceanside, Clinton, Nashville, Troy, Mesa, Omaha, Anaheim, Fort Worth, Fresno, Oakland, Roseville, Tulsa, Burlington, Colorado Springs, Auburn, Knoxville, Little Rock, Portland, Smyrna, Glendale, Indianapolis, Minneapolis, Oklahoma City, Peoria, Everett, Lakeland, Raleigh, Akron, Florence, Monroe, Marion, Paterson, Quincy, Des Moines, Dover, El Paso, Mcallen, Chesapeake, Hialeah, Roswell, Cincinnati, Tallahassee, Westminster, Alexandria, Bakersfield, Brentwood, Chester, Cranston, Inglewood, Lowell, North Las Vegas, Redlands, Virginia Beach, Bloomington, Carrollton, Fort Lauderdale, Gilbert, Lakeville, Plano, Yonkers, Albuquerque, Dublin, Edmonds, Pembroke Pines, Riverside, Saint Petersburg, Sandy Springs, Santa Ana, Bristol, Grand Prairie, Greensboro, Kent, Laredo, Las Vegas, Plainfield, Sacramento, Tempe, Trenton, Westland, Johnson City, Midland, Newport News, Scottsdale, Carlsbad, Chico, Costa Mesa, Hampton, Hempstead, Hollywood, Jonesboro, Manchester, Meriden, Mobile, Murfreesboro, Orlando, Plantation, Redmond, Rockford, Skokie, Waterbury, Amarillo, Belleville, Bowling Green, Boynton Beach, Buffalo, Chattanooga, Freeport, La Porte, Madison, Montgomery, Moreno Valley, Parma, Provo, Saint Charles, Suffolk, Thornton, Washington, Watertown, Waynesboro, Apple Valley, Durham, Greenville, Hattiesburg, Kenosha, Lorain, Medina, Middletown, New Rochelle, Orem, Oxnard, San Bernardino, Sioux Falls, Superior, Athens, Coral Springs, Corpus Christi, Eagan, Fremont, Georgetown, Great Falls, Irving, Lansing, Miramar, Mount Vernon, Naperville, Parker, Perth Amboy, Pueblo, Redondo Beach, Salinas, Salt Lake City, Santa Barbara, Tigard, Utica, Vineland, Allentown, Apopka, Asheville, Brownsville, Chandler, Clarksville, Danville, Fargo, Fort Collins, Grand Rapids, Harrisonburg, Highland Park, Marietta, Morristown, Pleasant Grove, Pocatello, Pomona, Revere, Round Rock, Southaven, Spokane, Wheeling, Wichita, Avondale, Bellevue, Bolingbrook, Bossier City, Bryan, Cambridge, Cary, Dearborn Heights, Des Plaines, Eau Claire, Eugene, Hackensack, Huntington Beach, Lake Forest, League City, Leominster, Lubbock, Macon, Mentor, Milford, Orange, Overland Park, Pasco, Passaic, Port Arthur, Rome, Saginaw, Santa Clara, South Bend, Stockton, Sunnyvale, Vallejo, Waco, Westfield, Wilson, Ann Arbor, Bangor, Beaumont, Bedford, Bethlehem, Broken Arrow, Broomfield, Camarillo, Carol Stream, Dearborn, Deltona, East Orange, Encinitas, Garden City, Gresham, Harlingen, Hendersonville, La Crosse, Logan, Mesquite, Mission Viejo, Murray, New Bedford, Odessa, Olathe, Olympia, Palm Coast, Reading, Rockville, Saint Louis, Thousand Oaks, Tyler, Vancouver, Warwick, West Jordan, Woodstock, York, Allen, Andover, Arvada, Boise, Coppell, Covington, Daytona Beach, Elmhurst, Evanston, Garland, Gastonia, Green Bay, Greenwood, Haltom City, Hamilton, Hesperia, Hillsboro, Hoover, Hot Springs, Laguna Niguel, Lawton, Lewiston, Loveland, Maple Grove, Medford, Meridian, Morgan Hill, Muskogee, New Albany, Noblesville, Norwich, Pharr, Rancho Cucamonga, Reno, San Angelo, San Marcos, Sheboygan, Tamarac, Temecula, Torrance, Visalia, Wausau, Woonsocket, Yuma, Bayonne, Bellingham, Beverly, Boca Raton, Burbank, Caldwell, Canton, Chula Vista, College Station, Cuyahoga Falls, Delray Beach, Draper, Dubuque, East Point, Edinburg, Escondido, Farmington, Gulfport, Helena, Holland, Homestead, Lake Charles, Las Cruces, Lebanon, Lincoln Park, Longmont, Longview, Malden, Manteca, Mason, Modesto, Niagara Falls, Oak Park, Oswego, Park Ridge, Pearland, Pompano Beach, Port Saint Lucie, Renton, Saint Cloud, San Gabriel, Sierra Vista, Sparks, Sterling Heights, Taylor, Texas City, The Colony, Thomasville, Urbandale, West Palm Beach, Woodbury, Woodland, Altoona, Appleton, Bozeman, Bridgeton, Buffalo Grove, Bullhead City, Cedar Hill, Charlottesville, Clifton, Clovis, Coachella, Coon Rapids, Coral Gables, Cottage Grove, Edmond, El Cajon, Elkhart, Englewood, Frankfort, Frisco, Gaithersburg, Gladstone, Grapevine, Greeley, Grove City, Hickory, Independence, Jamestown, Kenner, Kirkwood, La Mesa, Laurel, Lehi, Lodi, Mansfield, Marlborough, Marysville, Mishawaka, Moorhead, Mount Pleasant, Nashua, New Brunswick, New Castle, Norman, North Charleston, North Miami, Owensboro, Pine Bluff, Rapid City, Richardson, Rio Rancho, Royal Oak, Saint Paul, San Clemente, Sanford, Santa Fe, Shelton, Summerville, Texarkana, Tuscaloosa, Twin Falls, Warner Robins, West Allis, Aberdeen, Abilene, Antioch, Arlington Heights, Atlantic City, Bartlett, Baytown, Billings, Cedar Rapids, Champaign, Chapel Hill, Cheyenne, Citrus Heights, Commerce City, Conroe, Conway, Danbury, Davis, Deer Park, Elyria, Glenview, Goldsboro, Grand Island, Hagerstown, Holyoke, Iowa City, Jefferson City, Jupiter, Keller, Kissimmee, La Quinta, Lake Elsinore, Layton, Linden, Lindenhurst, Littleton, Manhattan, Margate, Melbourne, Missoula, Missouri City, Montebello, Murrieta, Norfolk, Normal, Ontario, Orland Park, Ormond Beach, Palatine, Pensacola, Pico Rivera, Port Orange, Portage, Redding, Redwood City, Rochester Hills, Rock Hill, Rogers, Romeoville, Saint Peters, San Luis Obispo, San Mateo, Santa Maria, Springdale, Tinley Park, Vacaville, Waterloo, Waukesha, Whittier and Yucaipa	0.0%	—	—	—
	State California, New York, Texas, Pennsylvania, Washington, Illinois, Ohio, Florida, Michigan, North Carolina, Arizona, Virginia, Georgia, Tennessee, Colorado, Indiana, Kentucky, Massachusetts, New Jersey, Oregon, Wisconsin, Maryland, Delaware, Minnesota, Connecticut, Missouri, Oklahoma, Alabama, Arkansas, Rhode Island, Mississippi, Utah, Louisiana, South Carolina, Nevada, Nebraska, New Mexico, Iowa, New Hampshire, Kansas, Idaho, Montana, South Dakota, Vermont, District of Columbia, Maine, North Dakota, West Virginia and Wyoming	0.0%	—	—	—
	Region West, East, Central and South	0.0%	—	—	—
	Product.ID OFF-PA-10001970, TEC-AC-10003832, FUR-FU-10004270, FUR-CH-10001146, FUR-CH-10002647, TEC-AC-10002049, TEC-AC-10003628, FUR-CH-10002880, FUR-CH-10003774, FUR-FU-10001473, OFF-BI-10001524, OFF-BI-10002026, OFF-BI-10004632, OFF-PA-10002377, FUR-CH-10004287, FUR-FU-10004864, FUR-TA-10001095, OFF-BI-10000145, OFF-BI-10000301, OFF-BI-10000977, OFF-BI-10004140, OFF-BI-10004728, OFF-BI-10004970, OFF-LA-10001613, OFF-ST-10001490, TEC-AC-10003038, FUR-CH-10000454, FUR-FU-10002364, FUR-FU-10004848, FUR-FU-10004973, FUR-TA-10003473, OFF-BI-10000343, OFF-BI-10000546, OFF-BI-10001597, OFF-BI-10001658, OFF-BI-10002012, OFF-BI-10003291, OFF-BI-10003676, OFF-BI-10004364, OFF-PA-10000357, OFF-PA-10000474, OFF-PA-10002195, OFF-ST-10000563, OFF-ST-10000736, OFF-ST-10003208, OFF-ST-10003716, TEC-AC-10004510, FUR-CH-10000785, FUR-CH-10002602, FUR-CH-10002965, FUR-TA-10001039, OFF-AR-10003732, OFF-AR-10004078, OFF-AR-10004757, OFF-BI-10000632, OFF-BI-10001359, OFF-BI-10001670, OFF-BI-10002353, 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TEC-PH-10002645, TEC-PH-10002817, TEC-PH-10003535, TEC-PH-10004241, TEC-PH-10004830 and TEC-PH-10004875	0.0%	—	—	—
	Category Office Supplies, Furniture and Technology	0.0%	—	—	—
	Sub.Category Binders, Paper, Furnishings, Phones, Storage, Art, Accessories, Chairs, Appliances, Labels, Tables, Envelopes, Bookcases, Fasteners, Supplies, Machines and Copiers	0.0%	—	—	—
	Product.Name Staple envelope, Easy-staple paper, Staples, Avery Non-Stick Binders, Staples in misc. colors, KI Adjustable-Height Table, Staple remover, Storex Dura Pro Binders, Staple-based wall hangings, Logitech 910-002974 M325 Wireless Mouse for Web Scrolling, Situations Contoured Folding Chairs, 4/Set, Eldon Wave Desk Accessories, GBC Premium Transparent Covers with Diagonal Lined Pattern, Global High-Back Leather Tilter, Burgundy, Global Wood Trimmed Manager's Task Chair, Khaki, ACCOHIDE 3-Ring Binder, Blue, 1", Avery File Folder Labels, Chromcraft Round Conference Tables, GBC Instant Report Kit, Hot File 7-Pocket, Floor Stand, Ibico Plastic Spiral Binding Combs, Kingston Digital DataTraveler 16GB USB 2.0, SAFCO Arco Folding Chair, Staple holder, Wilson Jones Turn Tabs Binder Tool for Ring Binders, Zipper Ring Binder Pockets, Adjustable Depth Letter/Legal Cart, Avery Durable Binders, Bretford Rectangular Conference Table Tops, Carina Double Wide Media Storage Towers in Natural & Black, Eldon Expressions Wood Desk Accessories, Oak, Fellowes Bankers Box Stor/Drawer Steel Plus, Flat Face Poster Frame, GBC Standard Recycled Report Covers, Clear Plastic Sheets, GBC Standard Therm-A-Bind Covers, Hon Deluxe Fabric Upholstered Stacking Chairs, Rounded Back, Logitech Desktop MK120 Mouse and keyboard Combo, Pressboard Covers with Storage Hooks, 9 1/2" x 11", Light Blue, Tennsco Double-Tier Lockers, Wilson Jones Easy Flow II Sheet Lifters, Wilson Jones Leather-Like Binders with DublLock Round Rings, Wilson Jones Ledger-Size, Piano-Hinge Binder, 2", Blue, Xerox 1881, Acco Perma 4000 Stacking Storage Drawers, Acco Pressboard Covers with Storage Hooks, 14 7/8" x 11", Light Blue, Aluminum Screw Posts, Avery 4027 File Folder Labels for Dot Matrix Printers, 5000 Labels per Box, White, Avery 499, Avery Self-Adhesive Photo Pockets for Polaroid Photos, Crayola Colored Pencils, DMI Arturo Collection Mission-style Design Wood Chair, Fellowes Officeware Wire Shelving, GBC DocuBind TL300 Electric Binding System, GBC VeloBind Cover Sets, Geemarc AmpliPOWER60, Global Ergonomic Managers Chair, Global Leather Highback Executive Chair with Pneumatic Height Adjustment, Black, Ibico Hi-Tech Manual Binding System, Maxell 4.7GB DVD-R, Newell 312, Newell 333, Poly String Tie Envelopes, Prang Drawing Pencil Set, SanDisk Ultra 32 GB MicroSDHC Class 10 Memory Card, Satellite Sectional Post Binders, Sterilite Officeware Hinged File Box, Tennsco 6- and 18-Compartment Lockers, Vinyl Sectional Post Binders, Xerox 1893, Xerox 1898, Xerox 226, #10- 4 1/8" x 9 1/2" Recycled Envelopes, Acco Data Flex Cable Posts For Top & Bottom Load Binders, 6" Capacity, Acco Flexible ACCOHIDE Square Ring Data Binder, Dark Blue, 11 1/2" X 14" 7/8", Acme Value Line Scissors, Adams Telephone Message Book W/Dividers/Space For Phone Numbers, 5 1/4"X8 1/2", 300/Messages, Advantus Plastic Paper Clips, Advantus Rolling Storage Box, Angle-D Binders with Locking Rings, Label Holders, AT&T 17929 Lendline Telephone, Avery 476, Avery Arch Ring Binders, Avery Heavy-Duty EZD View Binder with Locking Rings, Belkin 19" Vented Equipment Shelf, Black, Belkin 5 Outlet SurgeMaster Power Centers, Cardinal Slant-D Ring Binder, Heavy Gauge Vinyl, DAX Value U-Channel Document Frames, Easel Back, DXL Angle-View Binders with Locking Rings by Samsill, Eaton Premium Continuous-Feed Paper, 25% Cotton, Letter Size, White, 1000 Shts/Box, Fellowes Bases and Tops For Staxonsteel/High-Stak Systems, Fellowes Mobile File Cart, Black, Fellowes PB500 Electric Punch Plastic Comb Binding Machine with Manual Bind, Fellowes Twister Kit, Gray/Clear, 3/pkg, GBC DocuBind P50 Personal Binding Machine, GBC Plastic Binding Combs, GBC Prestige Therm-A-Bind Covers, GBC Twin Loop Wire Binding Elements, Global Deluxe Steno Chair, Global Value Mid-Back Manager's Chair, Gray, Global Value Steno Chair, Gray, Gould Plastics 18-Pocket Panel Bin, 34w x 5-1/4d x 20-1/2h, Holmes Replacement Filter for HEPA Air Cleaner, Very Large Room, HEPA Filter, Hon Every-Day Series Multi-Task Chairs, Hon Olson Stacker Stools, Hunt PowerHouse Electric Pencil Sharpener, Blue, I Need's 3d Hello Kitty Hybrid Silicone Case Cover for HTC One X 4g with 3d Hello Kitty Stylus Pen Green/pink, Ibico Standard Transparent Covers, Logitech B530 USB Headset - headset - Full size, Binaural, Longer-Life Soft White Bulbs, Microsoft Sculpt Comfort Mouse, Nortel Meridian M3904 Professional Digital phone, O'Sullivan Living Dimensions 2-Shelf Bookcases, Plantronics CS510 - Over-the-Head monaural Wireless Headset System, Premium Transparent Presentation Covers by GBC, Pressboard Hanging Data Binders for Unburst Sheets, Pyle PMP37LED, SAFCO Boltless Steel Shelving, SAFCO Commercial Wire Shelving, Black, Standard Rollaway File with Lock, Staple magnet, Tenex Personal Project File with Scoop Front Design, Black, Wilson Electronics DB Pro Signal Booster, Wilson Jones 1" Hanging DublLock Ring Binders, Wilson Jones Century Plastic Molded Ring Binders, Xerox 191, XtraLife ClearVue Slant-D Ring Binder, White, 3", Acco 3-Hole Punch, Acco D-Ring Binder w/DublLock, Acco Pressboard Covers with Storage Hooks, 9 1/2" x 11", Executive Red, Acco Six-Outlet Power Strip, 4' Cord Length, Alphabetical Labels for Top Tab Filing, Avery 474, Avery 486, Avery Durable Slant Ring Binders With Label Holder, Avery Durable Slant Ring Binders, No Labels, Avery Hole Reinforcements, Belkin 6 Outlet Metallic Surge Strip, Binding Machine Supplies, BOSTON Ranger #55 Pencil Sharpener, Black, Bush Andora Bookcase, Maple/Graphite Gray Finish, Bush Westfield Collection Bookcases, Medium Cherry Finish, Cardinal HOLDit! Binder Insert Strips,Extra Strips, Chromcraft Rectangular Conference Tables, Cisco SPA301, DAX Wood Document Frame, Decoflex Hanging Personal Folder File, Blue, Deflect-o EconoMat Studded, No Bevel Mat for Low Pile Carpeting, Digium D40 VoIP phone, Dual Level, Single-Width Filing Carts, Eldon Portable Mobile Manager, Fellowes Basic Home/Office Series Surge Protectors, Fellowes Black Plastic Comb Bindings, Fellowes PB200 Plastic Comb Binding Machine, Fellowes Super Stor/Drawer Files, Fellowes Superior 10 Outlet Split Surge Protector, GBC Ibimaster 500 Manual ProClick Binding System, GBC Twin Loop Wire Binding Elements, 9/16" Spine, Black, GE 30524EE4, Global Airflow Leather Mesh Back Chair, Black, Global Commerce Series High-Back Swivel/Tilt Chairs, Global Fabric Manager's Chair, Dark Gray, Global Highback Leather Tilter in Burgundy, Global Push Button Manager's Chair, Indigo, Global Troy Executive Leather Low-Back Tilter, High-Back Leather Manager's Chair, Hon 61000 Series Interactive Training Tables, Hon GuestStacker Chair, Howard Miller 13-3/4" Diameter Brushed Chrome Round Wall Clock, Ibico Plastic and Wire Spiral Binding Combs, Imation 16GB Mini TravelDrive USB 2.0 Flash Drive, Jabra SPEAK 410, Lesro Sheffield Collection Coffee Table, End Table, Center Table, Corner Table, Logitech G602 Wireless Gaming Mouse, Logitech G700s Rechargeable Gaming Mouse, Logitech Trackman Marble Mouse, Logitech P710e Mobile Speakerphone, Master Caster Door Stop, Brown, Mitel MiVoice 5330e IP Phone, Motorola HK250 Universal Bluetooth Headset, Newell 345, Newell 35, Novimex Fabric Task Chair, Office Star - Contemporary Task Swivel chair with Loop Arms, Charcoal, Plantronics Audio 478 Stereo USB Headset, Premier Elliptical Ring Binder, Black, Recycled Easel Ring Binders, SanDisk Cruzer 64 GB USB Flash Drive, Security-Tint Envelopes, Sony 64GB Class 10 Micro SDHC R40 Memory Card, Sony Micro Vault Click 16 GB USB 2.0 Flash Drive, Strathmore Photo Mount Cards, Tennsco Commercial Shelving, Tennsco Industrial Shelving, Tuff Stuff Recycled Round Ring Binders, Westinghouse Clip-On Gooseneck Lamps, Wilson Jones Clip & Carry Folder Binder Tool for Ring Binders, Clear, Wilson Jones Impact Binders, Wilson Jones Legal Size Ring Binders, Wirebound Message Books, Four 2 3/4" x 5" Forms per Page, 600 Sets per Book, X-Rack File for Hanging Folders, Xerox 1909, Xerox 1915, Xerox 1919, Xerox 1988, Xerox 2, Xerox 214, Xerox 225, #10- 4 1/8" x 9 1/2" Security-Tint Envelopes, 12-1/2 Diameter Round Wall Clock, 3M Hangers With Command Adhesive, 4009 Highlighters by Sanford, 9-3/4 Diameter Round Wall Clock, Acco 6 Outlet Guardian Premium Surge Suppressor, Acco Pressboard Covers with Storage Hooks, 14 7/8" x 11", Executive Red, Acco Suede Grain Vinyl Round Ring Binder, Acco Translucent Poly Ring Binders, Accohide Poly Flexible Ring Binders, Acme 10" Easy Grip Assistive Scissors, Acme Forged Steel Scissors with Black Enamel Handles, Acrylic Self-Standing Desk Frames, Adams Phone Message Book, 200 Message Capacity, 8 1/16” x 11”, Ampad Gold Fibre Wirebound Steno Books, 6" x 9", Gregg Ruled, APC 7 Outlet Network SurgeArrest Surge Protector, Assorted Color Push Pins, Atlantic Metals Mobile 3-Shelf Bookcases, Custom Colors, Atlantic Metals Mobile 5-Shelf Bookcases, Custom Colors, Avery 485, Avery 501, Avery 518, Avery Binding System Hidden Tab Executive Style Index Sets, Avery Fluorescent Highlighter Four-Color Set, Avery Poly Binder Pockets, Avery Reinforcements for Hole-Punch Pages, Belkin F8E887 USB Wired Ergonomic Keyboard, Belkin F9H710-06 7 Outlet SurgeMaster Surge Protector, Bestar Classic Bookcase, Bevis 36 x 72 Conference Tables, Bevis Oval Conference Table, Walnut, Boston Electric Pencil Sharpener, Model 1818, Charcoal Black, Bretford CR4500 Series Slim Rectangular Table, Bush Heritage Pine Collection 5-Shelf Bookcase, Albany Pine Finish, Special Order, C-Line Cubicle Keepers Polyproplyene Holder With Velcro Backings, Cameo Buff Policy Envelopes, Cardinal EasyOpen D-Ring Binders, Cardinal Holdit Business Card Pockets, Carina 42"Hx23 3/4"W Media Storage Unit, Case Logic 2.4GHz Wireless Keyboard, Catalog Binders with Expanding Posts, Compact Automatic Electric Letter Opener, DAX Black Cherry Wood-Tone Poster Frame, DAX Two-Tone Rosewood/Black Document Frame, Desktop, 5 x 7, Dot Matrix Printer Tape Reel Labels, White, 5000/Box, Eldon Image Series Desk Accessories, Burgundy, Eldon Shelf Savers Cubes and Bins, Eldon Simplefile Box Office, Executive Impressions 13" Clairmont Wall Clock, Fellowes Bankers Box Staxonsteel Drawer File/Stacking System, Fellowes High-Stak Drawer Files, Fellowes Stor/Drawer Steel Plus Storage Drawers, GBC DocuBind 300 Electric Binding Machine, GBC DocuBind P100 Manual Binding Machine, GBC Durable Plastic Covers, GBC Imprintable Covers, GBC Pre-Punched Binding Paper, Plastic, White, 8-1/2" x 11", GBC Prepunched Paper, 19-Hole, for Binding Systems, 24-lb, GBC Recycled VeloBinder Covers, GBC Standard Plastic Binding Systems' Combs, GBC VeloBinder Manual Binding System, GE 48" Fluorescent Tube, Cool White Energy Saver, 34 Watts, 30/Box, Global Armless Task Chair, Royal Blue, Global Deluxe High-Back Manager's Chair, Global Leather and Oak Executive Chair, Black, Global Leather Task Chair, Black, Global Low Back Tilter Chair, Great White Multi-Use Recycled Paper (20Lb. and 84 Bright), GuestStacker Chair with Chrome Finish Legs, Harbour Creations 67200 Series Stacking Chairs, Harbour Creations Steel Folding Chair, Heavy-Duty E-Z-D Binders, Hewlett Packard LaserJet 3310 Copier, Holmes Odor Grabber, Hon 4070 Series Pagoda Armless Upholstered Stacking Chairs, HON 5400 Series Task Chairs for Big and Tall, Honeywell Enviracaire Portable HEPA Air Cleaner for 17' x 22' Room, Ibico EB-19 Dual Function Manual Binding System, Ibico Ibimaster 300 Manual Binding System, Ibico Laser Imprintable Binding System Covers, Iceberg Mobile Mega Data/Printer Cart , Ideal Clamps, Imation 8gb Micro Traveldrive Usb 2.0 Flash Drive, Insertable Tab Post Binder Dividers, KI Conference Tables, Lesro Round Back Collection Coffee Table, End Table, Letter Size Cart, LF Elite 3D Dazzle Designer Hard Case Cover, Lf Stylus Pen and Wiper For Apple Iphone 5c Mini Lite, Logitech G19 Programmable Gaming Keyboard, Logitech G600 MMO Gaming Mouse, Logitech Wireless Marathon Mouse M705, Logitech Gaming G510s - Keyboard, Maxell LTO Ultrium - 800 GB, Memorex Froggy Flash Drive 8 GB, Memorex Micro Travel Drive 8 GB, Newell 311, Newell 319, Nontoxic Chalk, Novimex Swivel Fabric Task Chair, Office Star - Professional Matrix Back Chair with 2-to-1 Synchro Tilt and Mesh Fabric Seat, OIC Bulk Pack Metal Binder Clips, OtterBox Defender Series Case - Samsung Galaxy S4, Padded Folding Chairs, Black, 4/Carton, Performers Binder/Pad Holder, Black, Perma STOR-ALL Hanging File Box, 13 1/8"W x 12 1/4"D x 10 1/2"H, Personal Filing Tote with Lid, Black/Gray, Polycom VVX 310 VoIP phone, Prang Dustless Chalk Sticks, Premier Electric Letter Opener, Pressboard Data Binders by Wilson Jones, Presstex Flexible Ring Binders, Prestige Round Ring Binders, Razer Kraken PRO Over Ear PC and Music Headset, Recycled Pressboard Report Cover with Reinforced Top Hinge, REDIFORM Incoming/Outgoing Call Register, 11" X 8 1/2", 100 Messages, Rogers Deluxe File Chest, Safco Contoured Stacking Chairs, Safco Industrial Wire Shelving System, SAFCO Mobile Desk Side File, Wire Frame, Samsung Rugby III, Sensible Storage WireTech Storage Systems, SimpliFile Personal File, Black Granite, 15w x 6-15/16d x 11-1/4h, Space Solutions HD Industrial Steel Shelving., SpineVue Locking Slant-D Ring Binders by Cardinal, Stockwell Push Pins, Storex DuraTech Recycled Plastic Frosted Binders, Surelock Post Binders, Tennsco Single-Tier Lockers, Tensor Computer Mounted Lamp, Toshiba IPT2010-SD IP Telephone, Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box, VTech DS6151, WD My Passport Ultra 2TB Portable External Hard Drive, White Computer Printout Paper by Universal, Wilson Jones Elliptical Ring 3 1/2" Capacity Binders, 800 sheets, Wilson Jones Standard D-Ring Binders, Xerox 188, Xerox 1884, Xerox 1887, Xerox 1931, Xerox 1945, Xerox 1949, Xerox 195, Xerox 196, Xerox 1978, Xerox 1993, Xerox 1996, Xerox 1997, Xerox 202, Xerox 216, Xerox 217, Xerox 220, Xerox 227, Xerox 4200 Series MultiUse Premium Copy Paper (20Lb. and 84 Bright), #10 White Business Envelopes,4 1/8 x 9 1/2, 3M Organizer Strips, Aastra 57i VoIP phone, Acco 7-Outlet Masterpiece Power Center, Wihtout Fax/Phone Line Protection, Acco Hanging Data Binders, Acco PRESSTEX Data Binder with Storage Hooks, Dark Blue, 14 7/8" X 11", Acme Hot Forged Carbon Steel Scissors with Nickel-Plated Handles, 3 7/8" Cut, 8"L, Acme Office Executive Series Stainless Steel Trimmers, Adams Telephone Message Book W/Dividers/Space For Phone Numbers, 5 1/4"X8 1/2", 200/Messages, Adams Telephone Message Book w/Frequently-Called Numbers Space, 400 Messages per Book, Advantus Push Pins, AT&T 1080 Corded phone, AT&T 841000 Phone, Avanti 4.4 Cu. Ft. Refrigerator, Avery 487, Avery 505, Avery Address/Shipping Labels for Typewriters, 4" x 2", Avery Durable Plastic 1" Binders, Avery Hidden Tab Dividers for Binding Systems, Avery Premier Heavy-Duty Binder with Round Locking Rings, Avery Recycled Flexi-View Covers for Binding Systems, Avery Trapezoid Ring Binder, 3" Capacity, Black, 1040 sheets, Belkin 8 Outlet Surge Protector, Belkin F5C206VTEL 6 Outlet Surge, Belkin Premiere Surge Master II 8-outlet surge protector, BIC Brite Liner Highlighters, Binder Clips by OIC, Binney & Smith Crayola Metallic Colored Pencils, 8-Color Set, Blue String-Tie & Button Interoffice Envelopes, 10 x 13, Boston 1645 Deluxe Heavier-Duty Electric Pencil Sharpener, Boston KS Multi-Size Manual Pencil Sharpener, Boston School Pro Electric Pencil Sharpener, 1670, Brother DCP1000 Digital 3 in 1 Multifunction Machine, Bush Advantage Collection Racetrack Conference Table, C-Line Magnetic Cubicle Keepers, Clear Polypropylene, Clear Mylar Reinforcing Strips, Commercial WindTunnel Clean Air Upright Vacuum, Replacement Belts, Filtration Bags, Computer Printout Paper with Letter-Trim Perforations, Computer Room Manger, 14", Crate-A-Files, Crayola Anti Dust Chalk, 12/Pack, Dana Swing-Arm Lamps, DAX Charcoal/Nickel-Tone Document Frame, 5 x 7, Deflect-o Glass Clear Studded Chair Mats, Deluxe Heavy-Duty Vinyl Round Ring Binder, Dixon Prang Watercolor Pencils, 10-Color Set with Brush, Dixon Ticonderoga Core-Lock Colored Pencils, DIXON Ticonderoga Erasable Checking Pencils, Eberhard Faber 3 1/2" Golf Pencils, Economy Rollaway Files, Eldon 200 Class Desk Accessories, Eldon Base for stackable storage shelf, platinum, Eldon ProFile File 'N Store Portable File Tub Letter/Legal Size Black, Elite 5" Scissors, Executive Impressions 14" Contract Wall Clock, Fellowes Bankers Box Recycled Super Stor/Drawer, Fellowes Neat Ideas Storage Cubes, Fellowes Premier Superior Surge Suppressor, 10-Outlet, With Phone and Remote, Fellowes Staxonsteel Drawer Files, Fellowes Strictly Business Drawer File, Letter/Legal Size, File Shuttle II and Handi-File, Black, Fiskars Softgrip Scissors, GBC Personal VeloBind Strips, GBC Plasticlear Binding Covers, GBC ProClick Punch Binding System, GBC Velobind Prepunched Cover Sets, Regency Series, GBC White Gloss Covers, Plain Front, GBC Wire Binding Combs, GE General Purpose, Extra Long Life, Showcase & Floodlight Incandescent Bulbs, Global Commerce Series Low-Back Swivel/Tilt Chairs, Global Deluxe Stacking Chair, Gray, Global Geo Office Task Chair, Gray, Global Leather Executive Chair, Global Stack Chair with Arms, Black, Global Stack Chair without Arms, Black, Global Super Steno Chair, Globe Weis Peel & Seel First Class Envelopes, Hewlett Packard 610 Color Digital Copier / Printer, Home/Office Personal File Carts, Hon 2111 Invitation Series Straight Table, Hon 4070 Series Pagoda Round Back Stacking Chairs, Hon 5100 Series Wood Tables, Howard Miller 13" Diameter Pewter Finish Round Wall Clock, Howard Miller 14-1/2" Diameter Chrome Round Wall Clock, Hypercom P1300 Pinpad, Ibico Covers for Plastic or Wire Binding Elements, Ibico Presentation Index for Binding Systems, Iceberg OfficeWorks 42" Round Tables, Imation Clip USB flash drive - 8 GB, invisibleSHIELD by ZAGG Smudge-Free Screen Protector, Kensington 4 Outlet MasterPiece Compact Power Control Center, Kingston Digital DataTraveler 32GB USB 2.0, Lifetime Advantage Folding Chairs, 4/Carton, Lock-Up Easel 'Spel-Binder', Logitech Wireless Performance Mouse MX for PC and Mac, Logitech MX Performance Wireless Mouse, Manco Dry-Lighter Erasable Highlighter, Martin-Yale Premier Letter Opener, Master Caster Door Stop, Large Neon Orange, Mediabridge Sport Armband iPhone 5s, Memorex Micro Travel Drive 16 GB, Neat Ideas Personal Hanging Folder Files, Black, NETGEAR N750 Dual Band Wi-Fi Gigabit Router, netTALK DUO VoIP Telephone Service, Newell 310, Newell 314, Newell 317, Newell 320, Newell 324, Newell 34, Newell 341, Newell 343, Newell 347, Newell 351, Newell Chalk Holder, Nu-Dell Float Frame 11 x 14 1/2, O'Sullivan 2-Door Barrister Bookcase in Odessa Pine, O'Sullivan 4-Shelf Bookcase in Odessa Pine, Office Star - Contemporary Swivel Chair with Padded Adjustable Arms and Flex Back, Office Star - Ergonomically Designed Knee Chair, Office Star - Mesh Screen back chair with Vinyl seat, Office Star Flex Back Scooter Chair with White Frame, OIC #2 Pencils, Medium Soft, OIC Binder Clips, OIC Colored Binder Clips, Assorted Sizes, Panasonic KX-TG6844B Expandable Digital Cordless Telephone, Panasonic KX-TG9471B, Panasonic Kx-TS550, Panasonic KX TS3282W Corded phone, Peel-Off China Markers, Peel & Stick Add-On Corner Pockets, Plantronics Encore H101 Dual Earpieces Headset, Plantronics MX500i Earset, Plantronics Savi W720 Multi-Device Wireless Headset System, Poly Designer Cover & Back, Prang Colored Pencils, Premium Transparent Presentation Covers, No Pattern/Clear, 8 1/2" x 11", Premium Writing Pencils, Soft, #2 by Central Association for the Blind, Prismacolor Color Pencil Set, Quartet Omega Colored Chalk, 12/Pack, Razer Tiamat Over Ear 7.1 Surround Sound PC Gaming Headset, Redi-Strip #10 Envelopes, 4 1/8 x 9 1/2, Rogers Handheld Barrel Pencil Sharpener, Rogers Jumbo File, Granite, Rogers Profile Extra Capacity Storage Tub, Samsung HM1900 Bluetooth Headset, SanDisk Ultra 16 GB MicroSDHC Class 10 Memory Card, SANFORD Major Accent Highlighters, Sauder Camden County Collection Libraries, Planked Cherry Finish, Self-Adhesive Address Labels for Typewriters by Universal, Self-Adhesive Removable Labels, Sharp 1540cs Digital Laser Copier, SlimView Poly Binder, 3/8", Southworth 100% Résumé Paper, 24lb., Space Solutions Commercial Steel Shelving, Square Credit Card Reader, Square Ring Data Binders, Rigid 75 Pt. Covers, 11" x 14-7/8", Stackable Trays, Stanley Bostitch Contemporary Electric Pencil Sharpeners, Tenex "The Solids" Textured Chair Mats, Tenex 46" x 60" Computer Anti-Static Chairmat, Rectangular Shaped, Tenex B1-RE Series Chair Mats for Low Pile Carpets, Tenex File Box, Personal Filing Tote with Lid, Black, Tennsco Stur-D-Stor Boltless Shelving, 5 Shelves, 24" Deep, Sand, Things To Do Today Pad, Trav-L-File Heavy-Duty Shuttle II, Black, Tuf-Vin Binders, Tyvek Top-Opening Peel & Seel Envelopes, Plain White, Ultra Door Push Plate, Vtech CS6719, Wilson Jones Custom Binder Spines & Labels, Wilson Jones Hanging View Binder, White, 1", Wilson Jones International Size A4 Ring Binders, Wirebound Message Book, 4 per Page, Wirebound Message Books, Four 2 3/4 x 5 White Forms per Page, Wireless Extenders zBoost YX545 SOHO Signal Booster, Xerox 1883, Xerox 1891, Xerox 1895, Xerox 1900, Xerox 1906, Xerox 1908, Xerox 1916, Xerox 1962, Xerox 1999, Xerox 21, Xerox 212, Xerox 222, 1.7 Cubic Foot Compact "Cube" Office Refrigerators, 24-Hour Round Wall Clock, 3-ring staple pack, 36X48 HARDFLOOR CHAIRMAT, Aastra 6757i CT Wireless VoIP phone, Acco 6 Outlet Guardian Premium Plus Surge Suppressor, Acco Four Pocket Poly Ring Binder with Label Holder, Smoke, 1", Acco Hot Clips Clips to Go, Acco Perma 3000 Stacking Storage Drawers, Acme Box Cutter Scissors, Acme Tagit Stainless Steel Antibacterial Scissors, Advantus Map Pennant Flags and Round Head Tacks, Advantus Panel Wall Certificate Holder - 8.5x11, Advantus Rolling Drawer Organizers, Airmail Envelopes, Akro Stacking Bins, American Pencil, Angle-D Ring Binders, Anker 36W 4-Port USB Wall Charger Travel Power Adapter for iPhone 5s 5c 5, Apple iPhone 5, Astroparche Fine Business Paper, Atlantic Metals Mobile 4-Shelf Bookcases, Custom Colors, Avery 3 1/2" Diskette Storage Pages, 10/Pack, Avery 473, Avery 480, Avery 483, Avery 488, Avery 49, Avery 494, Avery 508, Avery 511, Avery 519, Avery 52, Avery Durable Poly Binders, Avery Framed View Binder, EZD Ring (Locking), Navy, 1 1/2", Avery Hanging File Binders, Avery Heavy-Duty EZD Binder With Locking Rings, Avery Hi-Liter EverBold Pen Style Fluorescent Highlighters, 4/Pack, Avery Hi-Liter Smear-Safe Highlighters, Avery Metallic Poly Binders, Avery Printable Repositionable Plastic Tabs, Avery Round Ring Poly Binders, Avery Triangle Shaped Sheet Lifters, Black, 2/Pack, Belkin Standard 104 key USB Keyboard, Bevis Boat-Shaped Conference Table, Bevis Round Conference Table Top, X-Base, Bevis Steel Folding Chairs, BIC Brite Liner Grip Highlighters, Assorted, 5/Pack, BIC Brite Liner Highlighters, Chisel Tip, BIC Liqua Brite Liner, Binder Posts, Black & Decker Filter for Double Action Dustbuster Cordless Vac BLDV7210, BlackBerry Q10, Boston 16801 Nautilus Battery Pencil Sharpener, Boston Home & Office Model 2000 Electric Pencil Sharpeners, BOSTON Model 1800 Electric Pencil Sharpeners, Putty/Woodgrain, Bretford CR8500 Series Meeting Room Furniture, Bulldog Vacuum Base Pencil Sharpener, Bush Westfield Collection Bookcases, Fully Assembled, Canon PC-428 Personal Copier, Canvas Sectional Post Binders, Carina Mini System Audio Rack, Model AR050B, Chromcraft 48" x 96" Racetrack Double Pedestal Table, Chromcraft Bull-Nose Wood 48" x 96" Rectangular Conference Tables, Chromcraft Bull-Nose Wood Round Conference Table Top, Wood Base, Cisco 8x8 Inc. 6753i IP Business Phone System, Cisco Unified IP Phone 7945G VoIP phone, ClearSounds CSC500 Amplified Spirit Phone Corded phone, Coloredge Poster Frame, Convenience Packs of Business Envelopes, Cush Cases Heavy Duty Rugged Cover Case for Samsung Galaxy S5 - Purple, Dana Halogen Swing-Arm Architect Lamp, Dax Clear Box Frame, DAX Two-Tone Silver Metal Document Frame, Deflect-o DuraMat Lighweight, Studded, Beveled Mat for Low Pile Carpeting, Deflect-o RollaMat Studded, Beveled Mat for Medium Pile Carpeting, DIXON Oriole Pencils, DMI Eclipse Executive Suite Bookcases, Eldon 400 Class Desk Accessories, Black Carbon, Eldon 500 Class Desk Accessories, Eldon Delta Triangular Chair Mat, 52" x 58", Clear, Eldon Expressions Desk Accessory, Wood Photo Frame, Mahogany, Eldon Gobal File Keepers, Eldon Mobile Mega Data Cart Mega Stackable Add-On Trays, Eldon Radial Chair Mat for Low to Medium Pile Carpets, Eldon Spacemaker Box, Quick-Snap Lid, Clear, Electrix Halogen Magnifier Lamp, Enermax Acrylux Wireless Keyboard, Eureka Recycled Copy Paper 8 1/2" x 11", Ream, Eureka The Boss Cordless Rechargeable Stick Vac, Eureka The Boss Plus 12-Amp Hard Box Upright Vacuum, Red, Euro-Pro Shark Turbo Vacuum, Executive Impressions 12" Wall Clock, Executive Impressions 14" Two-Color Numerals Wall Clock, Fellowes Advanced Computer Series Surge Protectors, Fellowes Mighty 8 Compact Surge Protector, Fellowes PB300 Plastic Comb Binding Machine, Flexible Leather- Look Classic Collection Ring Binder, Floodlight Indoor Halogen Bulbs, 1 Bulb per Pack, 60 Watts, G.E. Longer-Life Indoor Recessed Floodlight Bulbs, GBC DocuBind P400 Electric Binding System, GBC DocuBind TL200 Manual Binding Machine, GBC Laser Imprintable Binding System Covers, Desert Sand, GBC Linen Binding Covers, GBC Poly Designer Binding Covers, GBC Recycled Regency Composition Covers, Global Chrome Stack Chair, Global Comet Stacking Armless Chair, Global Deluxe Office Fabric Chairs, Global Executive Mid-Back Manager's Chair, Global Manager's Adjustable Task Chair, Storm, Gould Plastics 9-Pocket Panel Bin, 18-3/8w x 5-1/4d x 20-1/2h, Black, Grandstream GXP1160 VoIP phone, Griffin GC17055 Auxiliary Audio Cable, Hewlett Packard 310 Color Digital Copier, Holmes HEPA Air Purifier, Hon 2090 “Pillow Soft” Series Mid Back Swivel/Tilt Chairs, Hon 4700 Series Mobuis Mid-Back Task Chairs with Adjustable Arms, Hon Comfortask Task/Swivel Chairs, Hon Multipurpose Stacking Arm Chairs, Hon Practical Foundations 30 x 60 Training Table, Light Gray/Charcoal, Hon Racetrack Conference Tables, Honeywell Quietcare HEPA Air Cleaner, Hoover Shoulder Vac Commercial Portable Vacuum, Hoover Upright Vacuum With Dirt Cup, Howard Miller 11-1/2" Diameter Grantwood Wall Clock, Howard Miller 11-1/2" Diameter Ridgewood Wall Clock, Howard Miller 13" Diameter Goldtone Round Wall Clock, Howard Miller Distant Time Traveler Alarm Clock, HP Standard 104 key PS/2 Keyboard, IBM Multi-Purpose Copy Paper, 8 1/2 x 11", Case, Iceberg Nesting Folding Chair, 19w x 6d x 43h, Imation Secure Drive + Hardware Encrypted USB flash drive - 16 GB, Imation Secure+ Hardware Encrypted USB 2.0 Flash Drive; 16GB, Innergie mMini Combo Duo USB Travel Charging Kit, Iris Project Case, It's Hot Message Books with Stickers, 2 3/4" x 5", JBL Micro Wireless Portable Bluetooth Speaker, JM Magazine Binder, Kensington 6 Outlet Guardian Standard Surge Protector, Kensington Expert Mouse Optical USB Trackball for PC or Mac, Kensington K72356US Mouse-in-a-Box USB Desktop Mouse, KeyTronic E03601U1 - Keyboard - Beige, Leather Task Chair, Black, Linden 10" Round Wall Clock, Black, Logitech ClearChat Comfort/USB Headset H390, Logitech G35 7.1-Channel Surround Sound Headset, Logitech Wireless Gaming Headset G930, Logitech Wireless Headset h800, Logitech Illuminated - Keyboard, Logitech LS21 Speaker System - PC Multimedia - 2.1-CH - Wired, Lumber Crayons, Magna Visual Magnetic Picture Hangers, Martin Yale Chadless Opener Electric Letter Opener, Master Big Foot Doorstop, Beige, Memorex Mini Travel Drive 16 GB USB 2.0 Flash Drive, Memorex Mini Travel Drive 64 GB USB 2.0 Flash Drive, Message Book, Wirebound, Four 5 1/2" X 4" Forms/Pg., 200 Dupl. Sets/Book, Micro Innovations USB RF Wireless Keyboard with Mouse, Mophie Juice Pack Helium for iPhone, Motorola L703CM, Motorola L804, Newell 3-Hole Punched Plastic Slotted Magazine Holders for Binders, Newell 315, Newell 32, Newell 322, Newell 325, Newell 326, Newell 334, Newell 344, Newell 348, Newell 350, Nortel Networks T7316 E Nt8 B27, Novimex Turbo Task Chair, Nu-Dell Executive Frame, O'Sullivan 2-Shelf Heavy-Duty Bookcases, O'Sullivan Living Dimensions 5-Shelf Bookcases, Office Star - Contemporary Task Swivel Chair, Office Star Flex Back Scooter Chair with Aluminum Finish Frame, OIC Stacking Trays, Panasonic KP-380BK Classic Electric Pencil Sharpener, Panasonic KX TS208W Corded phone, Peel & Seel Recycled Catalog Envelopes, Brown, Permanent Self-Adhesive File Folder Labels for Typewriters by Universal, Permanent Self-Adhesive File Folder Labels for Typewriters, 1 1/8 x 3 1/2, White, Personal Folder Holder, Ebony, Pizazz Global Quick File, Plantronics Cordless Phone Headset with In-line Volume - M214C, Plantronics S12 Corded Telephone Headset System, Polycom SoundPoint IP 450 VoIP phone, Portable Personal File Box, Razer Kraken 7.1 Surround Sound Over Ear USB Gaming Headset, Recycled Data-Pak for Archival Bound Computer Printouts, 12-1/2 x 12-1/2 x 16, Recycled Eldon Regeneration Jumbo File, Recycled Steel Personal File for Hanging File Folders, Revere Boxed Rubber Bands by Revere, Round Ring Binders, Round Specialty Laser Printer Labels, RSVP Cards & Envelopes, Blank White, 8-1/2" X 11", 24 Cards/25 Envelopes/Set, Safco Value Mate Series Steel Bookcases, Baked Enamel Finish on Steel, Gray, Samsung Galaxy Mega 6.3, Samsung Galaxy S III - 16GB - pebble blue (T-Mobile), SanDisk Cruzer 32 GB USB Flash Drive, SanDisk Ultra 64 GB MicroSDHC Class 10 Memory Card, Seth Thomas 14" Day/Date Wall Clock, Snap-A-Way Black Print Carbonless Ruled Speed Letter, Triplicate, Sortfiler Multipurpose Personal File Organizer, Black, Southworth Parchment Paper & Envelopes, Stacking Trays by OIC, Telephone Message Books with Fax/Mobile Section, 5 1/2" x 3 3/16", Telescoping Adjustable Floor Lamp, Tenex Antistatic Computer Chair Mats, Tenex Chairmats For Use with Hard Floors, Tenex Traditional Chairmats for Medium Pile Carpet, Standard Lip, 36" x 48", Tennsco Lockers, Gray, Tennsco Snap-Together Open Shelving Units, Starter Sets and Add-On Units, Tops Wirebound Message Log Books, Tripp Lite Isotel 6 Outlet Surge Protector with Fax/Modem Protection, Tripp Lite TLP810NET Broadband Surge for Modem/Fax, Ultra Door Pull Handle, Verbatim 25 GB 6x Blu-ray Single Layer Recordable Disc, 3/Pack, WD My Passport Ultra 1TB Portable External Hard Drive, White Business Envelopes with Contemporary Seam, Recycled White Business Envelopes, White Dual Perf Computer Printout Paper, 2700 Sheets, 1 Part, Heavyweight, 20 lbs., 14 7/8 x 11, Wi-Ex zBoost YX540 Cellular Phone Signal Booster, Wilson Jones Active Use Binders, Wilson Jones Heavy-Duty Casebound Ring Binders with Metal Hinges, Wilson SignalBoost 841262 DB PRO Amplifier Kit, Wirebound Four 2-3/4 x 5 Forms per Page, 400 Sets per Book, Wirebound Message Books, Four 2 3/4 x 5 Forms per Page, 200 Sets per Book, Wirebound Message Books, Two 4 1/4" x 5" Forms per Page, Woodgrain Magazine Files by Perma, Xerox 1888, Xerox 189, Xerox 1903, Xerox 192, Xerox 1925, Xerox 1942, Xerox 1944, Xerox 1951, Xerox 1957, Xerox 1959, Xerox 1960, Xerox 1966, Xerox 1970, Xerox 1971, Xerox 1977, Xerox 1991, Xerox 1995, Xerox 203, Xerox 210, Xerox 213, Xerox 224, Xerox 23, Xerox Color Copier Paper, 11" x 17", Ream, Zebra Zazzle Fluorescent Highlighters, 3.6 Cubic Foot Counter Height Office Refrigerator, 50 Colored Long Pencils, Acco 6 Outlet Guardian Standard Surge Suppressor, Acco Banker's Clasps, 5 3/4"-Long, Acco Clips to Go Binder Clips, 24 Clips in Two Sizes, Acco Pressboard Covers with Storage Hooks, 14 7/8" x 11", Dark Blue, Acco PRESSTEX Data Binder with Storage Hooks, Light Blue, 9 1/2" X 11", Acme Elite Stainless Steel Scissors, Acme Kleen Earth Office Shears, Acme Titanium Bonded Scissors, Adams "While You Were Out" Message Pads, Adams Telephone Message Books, 5 1/4” x 11”, Adjustable Personal File Tote, Adtran 1202752G1, Advantus Employee of the Month Certificate Frame, 11 x 13-1/2, Advantus Motivational Note Cards, Advantus Panel Wall Acrylic Frame, Advantus Push Pins, Aluminum Head, Advantus T-Pin Paper Clips, Aluminum Document Frame, AmazonBasics 3-Button USB Wired Mouse, Ampad Phone Message Book, Recycled, 400 Message Capacity, 5 ¾” x 11”, Anker Astro 15000mAh USB Portable Charger, Anker Ultra-Slim Mini Bluetooth 3.0 Wireless Keyboard, AT&T CL82213, Avery 481, Avery 489, Avery 490, Avery 492, Avery 50, Avery 51, Avery 512, Avery 513, Avery 520, Avery Durable Slant Ring Binders, Avoid Verbal Orders Carbonless Minifold Book, Bagged Rubber Bands, Balt Split Level Computer Training Table, Barricks 18" x 48" Non-Folding Utility Table with Bottom Storage Shelf, Belkin 7-Outlet SurgeMaster Home Series, Belkin 8 Outlet SurgeMaster II Gold Surge Protector, Belkin F9G930V10-GRY 9 Outlet Surge, Belkin SportFit Armband For iPhone 5s/5c, Fuchsia, Bevis 44 x 96 Conference Tables, Bevis Round Bullnose 29" High Table Top, Bevis Round Conference Table Top & Single Column Base, BIC Brite Liner Grip Highlighters, Binney & Smith inkTank Desk Highlighter, Chisel Tip, Yellow, 12/Box, Bose SoundLink Bluetooth Speaker, Boston Heavy-Duty Trimline Electric Pencil Sharpeners, BPI Conference Tables, Bravo II Megaboss 12-Amp Hard Body Upright, Replacement Belts, 2 Belts per Pack, Brown Kraft Recycled Envelopes, Canon imageCLASS 2200 Advanced Copier, Canon Imageclass D680 Copier / Fax, Cardinal Slant-D Ring Binders, Carina Media Storage Towers in Natural & Black, Chromcraft Bull-Nose Wood Oval Conference Tables & Bases, Cisco SPA 502G IP Phone, Cisco SPA508G, Cisco SPA525G2 IP Phone - Wireless, Colored Envelopes, Colored Push Pins, Companion Letter/Legal File, Black, Contico 72"H Heavy-Duty Storage System, Contract Clock, 14", Brown, Cyber Acoustics AC-202b Speech Recognition Stereo Headset, DataProducts Ampli Magnifier Task Lamp, Black,, DAX Contemporary Wood Frame with Silver Metal Mat, Desktop, 11 x 14 Size, DAX Copper Panel Document Frame, 5 x 7 Size, DAX Cubicle Frames - 8x10, DAX Executive Solid Wood Document Frame, Desktop or Hang, Mahogany, 5 x 7, DAX Metal Frame, Desktop, Stepped-Edge, DAX Natural Wood-Tone Poster Frame, Deflect-o DuraMat Antistatic Studded Beveled Mat for Medium Pile Carpeting, Deluxe Chalkboard Eraser Cleaner, Deluxe Rollaway Locking File with Drawer, Eldon 200 Class Desk Accessories, Burgundy, Eldon Advantage Chair Mats for Low to Medium Pile Carpets, Eldon Cleatmat Plus Chair Mats for High Pile Carpets, Eldon ClusterMat Chair Mat with Cordless Antistatic Protection, Eldon Executive Woodline II Desk Accessories, Mahogany, Eldon Expressions Punched Metal & Wood Desk Accessories, Black & Cherry, Eldon Expressions Wood and Plastic Desk Accessories, Cherry Wood, Eldon Expressions Wood and Plastic Desk Accessories, Oak, Eldon Fold 'N Roll Cart System, Eldon Image Series Black Desk Accessories, Eldon Image Series Desk Accessories, Ebony, Eldon Regeneration Recycled Desk Accessories, Smoke, Eldon Stackable Tray, Side-Load, Legal, Smoke, Electrix 20W Halogen Replacement Bulb for Zoom-In Desk Lamp, Electrix Architect's Clamp-On Swing Arm Lamp, Black, Enermax Aurora Lite Keyboard, Enermax Briskie RF Wireless Keyboard and Mouse Combo, Eureka Sanitaire Multi-Pro Heavy-Duty Upright, Disposable Bags, Executive Impressions 10" Spectator Wall Clock, Faber Castell Col-Erase Pencils, Fellowes 8 Outlet Superior Workstation Surge Protector, Fellowes 8 Outlet Superior Workstation Surge Protector w/o Phone/Fax/Modem Protection, Fellowes Binding Cases, First Data FD10 PIN Pad, Fluorescent Highlighters by Dixon, G.E. Halogen Desk Lamp Bulbs, GBC Instant Index System for Binding Systems, GBC ProClick 150 Presentation Binding System, GBC ProClick Spines for 32-Hole Punch, GBC Recycled Grain Textured Covers, GBC Standard Plastic Binding Systems Combs, GBC Wire Binding Strips, Global Comet Stacking Arm Chair, Global Leather & Oak Executive Chair, Burgundy, Global Task Chair, Black, Google Nexus 5, Green Bar Computer Printout Paper, Green Canvas Binder for 8-1/2" x 14" Sheets, Hanging Personal Folder File, Harmony Air Purifier, Hon 94000 Series Round Tables, Hon Metal Bookcases, Black, Hon Metal Bookcases, Putty, Hon Mobius Operator's Chair, Hon Non-Folding Utility Tables, Hoover Replacement Belts For Soft Guard & Commercial Ltweight Upright Vacs, 2/Pk, Howard Miller 13-1/2" Diameter Rosebrook Wall Clock, Hunt Boston Vacuum Mount KS Pencil Sharpener, i.Sound Portable Power - 8000 mAh, iHome FM Clock Radio with Lightning Dock, iKross Bluetooth Portable Keyboard + Cell Phone Stand Holder + Brush for Apple iPhone 5S 5C 5, 4S 4, Imation 30456 USB Flash Drive 8GB, Imation 32GB Pocket Pro USB 3.0 Flash Drive - 32 GB - Black - 1 P ..., Insertable Tab Indexes For Data Binders, iOttie HLCRIO102 Car Mount, Jabra Supreme Plus Driver Edition Headset, Jawbone MINI JAMBOX Wireless Bluetooth Speaker, Kensington 7 Outlet MasterPiece HOMEOFFICE Power Control Center, Kensington 7 Outlet MasterPiece Power Center, Kensington Orbit Wireless Mobile Trackball for PC and Mac, Large Capacity Hanging Post Binders, Laser & Ink Jet Business Envelopes, Lenovo 17-Key USB Numeric Keypad, Logitech diNovo Edge Keyboard, Logitech G105 Gaming Keyboard, Logitech K350 2.4Ghz Wireless Keyboard, Logitech Mobile Speakerphone P710e - speaker phone, Logitech VX Revolution Cordless Laser Mouse for Notebooks (Black), Luxo Economy Swing Arm Lamp, Luxo Professional Combination Clamp-On Lamps, Luxo Professional Fluorescent Magnifier Lamp with Clamp-Mount Base, Magnifier Swing Arm Lamp, Maxell 4.7GB DVD-R 5/Pack, Maxell 4.7GB DVD+R 5/Pack, Maxell 74 Minute CD-R Spindle, 50/Pack, Maxell 74 Minute CDR, 10/Pack, Memorex 25GB 6X Branded Blu-Ray Recordable Disc, 15/Pack, Memorex Froggy Flash Drive 4 GB, Memorex Micro Travel Drive 32 GB, Memorex Mini Travel Drive 8 GB USB 2.0 Flash Drive, Message Book, Phone, Wirebound Standard Line Memo, 2 3/4" X 5", Metal Folding Chairs, Beige, 4/Carton, Microsoft Natural Ergonomic Keyboard 4000, Mini 13-1/2 Capacity Data Binder Rack, Pearl, Mobile Personal File Cube, Model L Table or Wall-Mount Pencil Sharpener, Multi-Use Personal File Cart and Caster Set, Three Stacking Bins, Multicolor Computer Printout Paper, NETGEAR AC1750 Dual Band Gigabit Smart WiFi Router, Newell 309, Newell 31, Newell 318, Newell 332, Newell 346, Nokia Lumia 521 (T-Mobile), O'Sullivan 3-Shelf Heavy-Duty Bookcases, O'Sullivan Elevations Bookcase, Cherry Finish, O'Sullivan Plantations 2-Door Library in Landvery Oak, Office Impressions End Table, 20-1/2"H x 24"W x 20"D, Office Impressions Heavy Duty Welded Shelving & Multimedia Storage Drawers, Office Star - Mid Back Dual function Ergonomic High Back Chair with 2-Way Adjustable Arms, OIC Binder Clips, Mini, 1/4" Capacity, Black, Okidata C331dn Printer, Ooma Telo VoIP Home Phone System, Panasonic KX-TG9541B DECT 6.0 Digital 2-Line Expandable Cordless Phone With Digital Answering System, Panasonic KX T7736-B Digital phone, PayAnywhere Card Reader, Personal File Boxes with Fold-Down Carry Handle, Plantronics CS 50-USB - headset - Convertible, Monaural, Plantronics Voyager Pro HD - Bluetooth Headset, Plastic Binding Combs, Plymouth Boxed Rubber Bands by Plymouth, Polycom CX300 Desktop Phone USB VoIP phone, Polycom VoiceStation 500 Conference phone, Premier Automatic Letter Opener, PureGear Roll-On Screen Protector, QVS USB Car Charger 2-Port 2.1Amp for iPod/iPhone/iPad/iPad 2/iPad 3, RCA Visys Integrated PBX 8-Line Router, Recycled Desk Saver Line "While You Were Out" Book, 5 1/2" X 4", Recycled Interoffice Envelopes with String and Button Closure, 10 x 13, Rediform S.O.S. 1-Up Phone Message Bk, 4-1/4x3-1/16 Bk, 1 Form/Pg, 40 Messages/Bk, 3/Pk, Rediform Wirebound "Phone Memo" Message Book, 11 x 5-3/4, Regeneration Desk Collection, Riverleaf Stik-Withit Designer Note Cubes, Riverside Furniture Oval Coffee Table, Oval End Table, End Table with Drawer, Riverside Palais Royal Lawyers Bookcase, Royale Cherry Finish, Rubbermaid ClusterMat Chairmats, Mat Size- 66" x 60", Lip 20" x 11" -90 Degree Angle, Safco Commercial Shelving, SAFCO Commercial Wire Shelving, 72h, Safco Industrial Shelving, Safco Industrial Wire Shelving, SAFCO Optional Arm Kit for Workspace Cribbage Stacking Chair, SAFCO PlanMaster Boards, 60w x 37-1/2d, White Melamine, SAFCO PlanMaster Heigh-Adjustable Drafting Table Base, 43w x 30d x 30-37h, Black, Safco Steel Mobile File Cart, Samsung Galaxy S4, Samsung Galaxy S4 Mini, Samsung Replacement EH64AVFWE Premium Headset, Sanford Colorific Colored Pencils, 12/Box, Sanford Liquid Accent Highlighters, Sauder Inglewood Library Bookcases, Seth Thomas 13 1/2" Wall Clock, Seth Thomas 16" Steel Case Clock, Smead Alpha-Z Color-Coded Name Labels First Letter Starter Set, Smead Alpha-Z Color-Coded Second Alphabetical Labels and Starter Set, Southworth 25% Cotton Antique Laid Paper & Envelopes, Southworth 25% Cotton Premium Laser Paper and Envelopes, Speediset Carbonless Redi-Letter 7" x 8 1/2", Spigen Samsung Galaxy S5 Case Wallet, Square Credit Card Reader, 4 1/2" x 4 1/2" x 1", White, Staple-on labels, Steel Personal Filing/Posting Tote, Sterilite Show Offs Storage Containers, Stur-D-Stor Shelving, Vertical 5-Shelf: 72"H x 36"W x 18 1/2"D, Super Decoflex Portable Personal File, Tenex Carpeted, Granite-Look or Clear Contemporary Contour Shape Chair Mats, Tenex Personal Filing Tote With Secure Closure Lid, Black/Frost, Tenex Personal Self-Stacking Standard File Box, Black/Gray, Tennsco 16-Compartment Lockers with Coat Rack, Tennsco Lockers, Sand, TRENDnet 56K USB 2.0 Phone, Internet and Fax Modem, Tyvek Interoffice Envelopes, 9 1/2" x 12 1/2", 100/Box, Tyvek Side-Opening Peel & Seel Expanding Envelopes, UniKeep View Case Binders, Universal Premium White Copier/Laser Paper (20Lb. and 87 Bright), Universal Recycled Hanging Pressboard Report Binders, Letter Size, Verbatim 25 GB 6x Blu-ray Single Layer Recordable Disc, 10/Pack, Verbatim 25 GB 6x Blu-ray Single Layer Recordable Disc, 25/Pack, Weyerhaeuser First Choice Laser/Copy Paper (20Lb. and 88 Bright), White Envelopes, White Envelopes with Clear Poly Window, Wilson Jones “Snap” Scratch Pad Binder Tool for Ring Binders, Wilson Jones data.warehouse D-Ring Binders with DublLock, Wirebound Service Call Books, 5 1/2" x 4", Xerox 1880, Xerox 1882, Xerox 1885, Xerox 1886, Xerox 1894, Xerox 1899, Xerox 1905, Xerox 1910, Xerox 1911, Xerox 1913, Xerox 1914, Xerox 1917, Xerox 1923, Xerox 1927, Xerox 1930, Xerox 1933, Xerox 1934, Xerox 1939, Xerox 1941, Xerox 1947, Xerox 1964, Xerox 1967, Xerox 1968, Xerox 1972, Xerox 1975, Xerox 200, Xerox 2000, Xerox 201, Xerox 206, Xerox 209, Xerox 218, Xerox 230, Xerox 231, XtraLife ClearVue Slant-D Ring Binders by Cardinal, #10 Gummed Flap White Envelopes, 100/Box, #10 Self-Seal White Envelopes, #6 3/4 Gummed Flap White Envelopes, 14-7/8 x 11 Blue Bar Computer Printout Paper, 2300 Heavy-Duty Transfer File Systems by Perma, 24 Capacity Maxi Data Binder Racks, Pearl, 3M Polarizing Light Filter Sleeves, 3M Polarizing Task Lamp with Clamp Arm, Light Gray, 3M Replacement Filter for Office Air Cleaner for 20' x 33' Room, 6" Cubicle Wall Clock, Black, Acco Economy Flexible Poly Round Ring Binder, Acco Expandable Hanging Binders, Acco Perma 2700 Stacking Storage Drawers, Acco PRESSTEX Data Binder with Storage Hooks, Dark Blue, 9 1/2" X 11", Acco Recycled 2" Capacity Laser Printer Hanging Data Binders, Acco Side-Punched Conventional Columnar Pads, Acco Smartsocket Color-Coded Six-Outlet AC Adapter Model Surge Protectors, ACCOHIDE Binder by Acco, Acme Preferred Stainless Steel Scissors, Acme Softgrip Scissors, Acme Stainless Steel Office Snips, Advantus 10-Drawer Portable Organizer, Chrome Metal Frame, Smoke Drawers, Akro-Mils 12-Gallon Tote, Alliance Big Bands Rubber Bands, 12/Pack, Alliance Super-Size Bands, Assorted Sizes, Ames Color-File Green Diamond Border X-ray Mailers, Ampad Evidence Wirebond Steno Books, 6" x 9", Ampad Poly Cover Wirebound Steno Book, 6" x 9" Assorted Colors, Gregg Ruled, Anker Astro Mini 3000mAh Ultra-Compact Portable Charger, Anker Ultrathin Bluetooth Wireless Keyboard Aluminum Cover with Stand , Apple EarPods with Remote and Mic, Apple iPhone 5C, Apple iPhone 5S, ARKON Windshield Dashboard Air Vent Car Mount Holder, Array Parchment Paper, Assorted Colors, AT&T CL83451 4-Handset Telephone, AT&T TR1909W, Ativa D5772 2-Line 5.8GHz Digital Expandable Corded/Cordless Phone System with Answering & Caller ID/Call Waiting, Black/Silver, Avanti 1.7 Cu. Ft. Refrigerator, Avaya 4621SW VoIP phone, Avaya 5410 Digital phone, Avery 475, Avery 477, Avery 478, Avery 493, Avery 495, Avery 496, Avery 503, Avery 509, Avery 514, Avery 516, Avery 517, Avery Binder Labels, Avery Flip-Chart Easel Binder, Black, Avery Legal 4-Ring Binder, Avery Trapezoid Extra Heavy Duty 4" Binders, Avery White Multi-Purpose Labels, Bady BDG101FRU Card Printer, Balt Solid Wood Rectangular Table, Balt Solid Wood Round Tables, Barrel Sharpener, Belkin 19" Center-Weighted Shelf, Gray, Belkin 325VA UPS Surge Protector, 6', Belkin F9S820V06 8 Outlet Surge, Berol Giant Pencil Sharpener, Bevis Rectangular Conference Tables, Bionaire 99.97% HEPA Air Cleaner, Black Avery Memo-Size 3-Ring Binder, 5 1/2" x 8 1/2", Black Print Carbonless 8 1/2" x 8 1/4" Rapid Memo Book, Black Print Carbonless Snap-Off Rapid Letter, 8 1/2" x 7", Blackstonian Pencils, Blue Parrot B250XT Professional Grade Wireless Bluetooth Headset with, Boston 16765 Mini Stand Up Battery Pencil Sharpener, Boston 19500 Mighty Mite Electric Pencil Sharpener, Bretford “Just In Time” Height-Adjustable Multi-Task Work Tables, Bush Advantage Collection Round Conference Table, Bush Andora Conference Table, Maple/Graphite Gray Finish, Bush Cubix Conference Tables, Fully Assembled, Bush Somerset Collection Bookcase, C-Line Cubicle Keepers Polyproplyene Holder w/Velcro Back, 8-1/2x11, 25/Bx, C-Line Peel & Stick Add-On Filing Pockets, 8-3/4 x 5-1/8, 10/Pack, Canon PC1060 Personal Laser Copier, Canon PC1080F Personal Copier, Cardinal Hold-It CD Pocket, Cardinal Poly Pocket Divider Pockets for Ring Binders, Cisco IP Phone 7961G-GE VoIP phone, Cisco Small Business SPA 502G VoIP phone, Clarity 53712, ClearOne CHATAttach 160 - speaker phone, ClearOne Communications CHAT 70 OC Speaker Phone, Computer Printout Index Tabs, Conquest 14 Commercial Heavy-Duty Upright Vacuum, Collection System, Accessory Kit, Contemporary Wood/Metal Frame, Dana Fluorescent Magnifying Lamp, White, 36", DAX Cubicle Frames, 8-1/2 x 11, DAX Wood Document Frame., Deflect-o SuperTray Unbreakable Stackable Tray, Letter, Black, Disposable Triple-Filter Dust Bags, Dixon My First Ticonderoga Pencil, #2, DXL Angle-View Binders with Locking Rings, Black, Economy #2 Pencils, Economy Binders, Eldon "L" Workstation Diamond Chairmat, Eldon 100 Class Desk Accessories, Eldon 200 Class Desk Accessories, Smoke, Eldon Antistatic Chair Mats for Low to Medium Pile Carpets, Eldon Cleatmat Chair Mats for Medium Pile Carpets, Eldon Expressions Desk Accessory, Wood Pencil Holder, Oak, Eldon Pizzaz Desk Accessories, Embossed Ink Jet Note Cards, Eureka The Boss Lite 10-Amp Upright Vacuum, Blue, Executive Impressions 14", Executive Impressions Supervisor Wall Clock, Fellowes Command Center 5-outlet power strip, Fellowes Desktop Hanging File Manager, Fellowes Personal Hanging Folder Files, Navy, Fellowes Super Stor/Drawer, Fiskars 8" Scissors, 2/Pack, Fiskars Spring-Action Scissors, GBC Clear Cover, 8-1/2 x 11, unpunched, 25 covers per pack, GBC DocuBind 200 Manual Binding Machine, GBC VeloBinder Electric Binding Machine, GBC VeloBinder Strips, GE DSL Phone Line Filter, Global Adaptabilities Conference Tables, Global Enterprise Series Seating High-Back Swivel/Tilt Chairs, Grandstream GXP2100 Mainstream Business Phone, Harmony HEPA Quiet Air Purifiers, Holmes 99% HEPA Air Purifier, Holmes Cool Mist Humidifier for the Whole House with 8-Gallon Output per Day, Extended Life Filter, Holmes Replacement Filter for HEPA Air Cleaner, Large Room, Holmes Replacement Filter for HEPA Air Cleaner, Medium Room, Hon 2111 Invitation Series Corner Table, Hon 4-Shelf Metal Bookcases, Hon 4060 Series Tables, Hon Deluxe Fabric Upholstered Stacking Chairs, Hon Olson Stacker Chairs, Hon Pagoda Stacking Chairs, Hon Rectangular Conference Tables, Hon Valutask Swivel Chairs, Hoover Commercial Soft Guard Upright Vacuum And Disposable Filtration Bags, Hoover Commercial SteamVac, Hoover Portapower Portable Vacuum, Hoover Replacement Belt for Commercial Guardsman Heavy-Duty Upright Vacuum, Howard Miller 11-1/2" Diameter Brentwood Wall Clock, Howard Miller 16" Diameter Gallery Wall Clock, HP Office Recycled Paper (20Lb. and 87 Bright), HTC One, HTC One Mini, Hunt BOSTON Vista Battery-Operated Pencil Sharpener, Black, Ibico Recycled Grain-Textured Covers, Ibico Recycled Linen-Style Covers, Imation Bio 8GB USB Flash Drive Imation Corp, Important Message Pads, 50 4-1/4 x 5-1/2 Forms per Pad, Jabra BIZ 2300 Duo QD Duo Corded Headset, Jackery Bar Premium Fast-charging Portable Charger, Jensen SMPS-640 - speaker phone, Jet-Pak Recycled Peel 'N' Seal Padded Mailers, Kensington 7 Outlet MasterPiece Power Center with Fax/Phone Line Protection, Kensington SlimBlade Notebook Wireless Mouse with Nano Receiver , Konftel 250 Conference phone - Charcoal black, Letter or Legal Size Expandable Poly String Tie Envelopes, Letter/Legal File Tote with Clear Snap-On Lid, Black Granite, Lexmark MX611dhe Monochrome Laser Printer, LG Electronics Tone+ HBS-730 Bluetooth Headset, LG G3, Logitech G13 Programmable Gameboard with LCD Display, Logitech G430 Surround Sound Gaming Headset with Dolby 7.1 Technology, Logitech G500s Laser Gaming Mouse with Adjustable Weight Tuning, Logitech Media Keyboard K200, Logitech Z-906 Speaker sys - home theater - 5.1-CH, Luxo Adjustable Task Clamp Lamp, Luxo Professional Magnifying Clamp-On Fluorescent Lamps, Macally Suction Cup Mount, Manila Recycled Extra-Heavyweight Clasp Envelopes, 6" x 9", Master Caster Door Stop, Gray, Maxell 4.7GB DVD-RW 3/Pack, Maxell 4.7GB DVD+RW 3/Pack, Maxell Pro 80 Minute CD-R, 10/Pack, Memorex 25GB 6X Branded Blu-Ray Recordable Disc, 30/Pack, Micropad Numeric Keypads, Microsoft Natural Keyboard Elite, Microsoft Wireless Mobile Mouse 4000, Mitel 5320 IP Phone VoIP phone, Motorla HX550 Universal Bluetooth Headset, Motorola Droid Maxx, Newell 321, Newell 327, Newell 330, Newell 331, Newell 335, Newell 336, Nortel Meridian M5316 Digital phone, Novimex High-Tech Fabric Mesh Task Chair, O'Sullivan 5-Shelf Heavy-Duty Bookcases, O'Sullivan Living Dimensions 3-Shelf Bookcases, O'Sullivan Manor Hill 2-Door Library in Brianna Oak, OtterBox Commuter Series Case - iPhone 5 & 5s, OtterBox Commuter Series Case - Samsung Galaxy S4, Panasonic KP-150 Electric Pencil Sharpener, Panasonic KP-4ABK Battery-Operated Pencil Sharpener, Peel & Seel Envelopes, Pencil and Crayon Sharpener, Personal Creations Ink Jet Cards and Labels, Plantronics 81402, Plantronics Audio 995 Wireless Stereo Headset, Plantronics Calisto P620-M USB Wireless Speakerphone System, Plastic Stacking Crates & Casters, Polycom CX600 IP Phone VoIP phone, Polycom SoundPoint Pro SE-225 Corded phone, Polycom SoundStation2 EX Conference phone, PowerGen Dual USB Car Charger, Project Tote Personal File, Quality Park Security Envelopes, Recycled Steel Personal File for Standard File Folders, Rubber Band Ball, Rush Hierlooms Collection 1" Thick Stackable Bookcases, Sabrent 4-Port USB 2.0 Hub, Safco Chair Connectors, 6/Carton, Safco Drafting Table, Safco Wire Cube Shelving System, For Use as 4 or 5 14" Cubes, Black, Sanford 52201 APSCO Electric Pencil Sharpener, Sanford Colorific Eraseable Coloring Pencils, 12 Count, Sanyo 2.5 Cubic Foot Mid-Size Office Refrigerators, Sauder Facets Collection Library, Sky Alder Finish, Sauder Forest Hills Library, Woodland Oak Finish, Self-Adhesive Ring Binder Labels, Seth Thomas 14" Putty-Colored Wall Clock, Seth Thomas 8 1/2" Cubicle Clock, Sharp AL-1530CS Digital Copier, ShoreTel ShorePhone IP 230 VoIP phone, Sony 16GB Class 10 Micro SDHC R40 Memory Card, Sony 32GB Class 10 Micro SDHC R40 Memory Card, Sony Micro Vault Click 8 GB USB 2.0 Flash Drive, Southworth 25% Cotton Linen-Finish Paper & Envelopes, Speck Products Candyshell Flip Case, Spiral Phone Message Books with Labels by Adams, Stacking Tray, Side-Loading, Legal, Smoke, Stanley Contemporary Battery Pencil Sharpeners, StarTech.com 10/100 VDSL2 Ethernet Extender Kit, Stiletto Hand Letter Openers, Strathmore #10 Envelopes, Ultimate White, Strathmore Photo Frame Cards, Super Bands, 12/Pack, Tenex Chairmat w/ Average Lip, 45" x 53", Tenex Chairmats For Use With Carpeted Floors, Tenex Contemporary Contur Chairmats for Low and Medium Pile Carpet, Computer, 39" x 49", Tennsco Regal Shelving Units, Tensor Brushed Steel Torchiere Floor Lamp, Tensor Track Tree Floor Lamp, TOPS Carbonless Receipt Book, Four 2-3/4 x 7-1/4 Money Receipts per Page, Tops White Computer Printout Paper, Trimflex Flexible Post Binders, V7 USB Numeric Keypad, Verbatim Slim CD and DVD Storage Cases, 50/Pack, WD My Passport Ultra 500GB Portable External Hard Drive, Westinghouse Floor Lamp with Metal Mesh Shade, Black, While You Were Out Pads, 50 per Pad, 4 x 5 1/4, Green Cycle, Wilson Jones 14 Line Acrylic Coated Pressboard Data Binders, Wilson Jones Four-Pocket Poly Binders, Xerox 1897, Xerox 19, Xerox 1912, Xerox 1920, Xerox 1924, Xerox 1928, Xerox 1929, Xerox 1935, Xerox 1937, Xerox 194, Xerox 1940, Xerox 1943, Xerox 1952, Xerox 1953, Xerox 1954, Xerox 1965, Xerox 1974, Xerox 1981, Xerox 1986, Xerox 1987, Xerox 199, Xerox 1992, Xerox 1994, Xerox 204, Xerox 205, Xerox 211, Xerox 219, Xerox 221, Xerox 228, Xerox 232, "While you Were Out" Message Book, One Form per Page, 12 Colored Short Pencils, Acco Smartsocket Table Surge Protector, 6 Color-Coded Adapter Outlets, Acme Design Line 8" Stainless Steel Bent Scissors w/Champagne Handles, 3-1/8" Cut, Acme Design Stainless Steel Bent Scissors, Acme Galleria Hot Forged Steel Scissors with Colored Handles, Acme Kleencut Forged Steel Scissors, Acme Rosewood Handle Letter Opener, Adams Phone Message Book, Professional, 400 Message Capacity, 5 3/6” x 11”, Adams Write n' Stick Phone Message Book, 11" X 5 1/4", 200 Messages, Advantus SlideClip Paper Clips, Ampad #10 Peel & Seel Holiday Envelopes, Array Memo Cubes, Artistic Insta-Plaque, AT&T 1070 Corded Phone, AT&T 1080 Phone, AT&T CL2909, AT&T SB67148 SynJ, Avaya 5420 Digital phone, Avery 479, Avery 48, Avery 491, Avery 498, Avery 502, Avery 506, Avery 510, Avery Non-Stick Heavy Duty View Round Locking Ring Binders, Avery Personal Creations Heavyweight Cards, Belkin 7 Outlet SurgeMaster II, Belkin F9M820V08 8 Outlet Surge, Belkin Grip Candy Sheer Case / Cover for iPhone 5 and 5S, Bevis Traditional Conference Table Top, Plinth Base, Binney & Smith inkTank Erasable Desk Highlighter, Chisel Tip, Yellow, 12/Box, Binney & Smith inkTank Erasable Pocket Highlighter, Chisel Tip, Yellow, Bionaire Personal Warm Mist Humidifier/Vaporizer, BlueLounge Milo Smartphone Stand, White/Metallic, Boston 1730 StandUp Electric Pencil Sharpener, Boston 1799 Powerhouse Electric Pencil Sharpener, Boston Model 1800 Electric Pencil Sharpener, Gray, BoxOffice By Design Rectangular and Half-Moon Meeting Room Tables, Brites Rubber Bands, 1 1/2 oz. Box, Bulldog Table or Wall-Mount Pencil Sharpener, Bush Cubix Collection Bookcases, Fully Assembled, Bush Mission Pointe Library, Bush Westfield Collection Bookcases, Dark Cherry Finish, Canon PC940 Copier, Cardinal Holdit Data Disk Pockets, Career Cubicle Clock, 8 1/4", Black, Cisco IP Phone 7961G VoIP phone - Dark gray, Cisco SPA112 2 Port Phone Adapter, Clearsounds A400, Colorific Watercolor Pencils, Cubify CubeX 3D Printer Double Head Print, DAX Clear Channel Poster Frame, DAX Solid Wood Frames, Deflect-o EconoMat Nonstudded, No Bevel Mat, Deflect-O Glasstique Clear Desk Accessories, Design Ebony Sketching Pencil, Dexim XPower Skin Super-Thin Power Case for iPhone 5 - Black, Dixon Ticonderoga Maple Cedar Pencil, #2, Dixon Ticonderoga Pencils, DYMO CardScan Personal V9 Business Card Scanner, EcoTones Memo Sheets, Eldon Advantage Foldable Chair Mats for Low Pile Carpets, Eldon Expressions Punched Metal & Wood Desk Accessories, Pewter & Cherry, Eldon Imàge Series Desk Accessories, Clear, Eldon Regeneration Recycled Desk Accessories, Black, Eureka Sanitaire Commercial Upright, Euro Pro Shark Stick Mini Vacuum, Executive Impressions 13" Chairman Wall Clock, Fashion Color Clasp Envelopes, Fellowes Advanced 8 Outlet Surge Suppressor with Phone/Fax Protection, Fellowes Powershred HS-440 4-Sheet High Security Shredder, Fellowes Recycled Storage Drawers, File Shuttle I and Handi-File, Fiskars Home & Office Scissors, GBC Binding covers, GE 2-Jack Phone Line Splitter, GE 30522EE2, GE 4 Foot Flourescent Tube, 40 Watt, GE General Use Halogen Bulbs, 100 Watts, 1 Bulb per Pack, Gear Head AU3700S Headset, Geographics Note Cards, Blank, White, 8 1/2" x 11", Global Deluxe High-Back Office Chair in Storm, Griffin GC36547 PowerJolt SE Lightning Charger, Hammermill CopyPlus Copy Paper (20Lb. and 84 Bright), Hand-Finished Solid Wood Document Frame, High Speed Automatic Electric Letter Opener, Hon 30" x 60" Table with Locking Drawer, Hon Every-Day Chair Series Swivel Task Chairs, Honeywell Enviracaire Portable HEPA Air Cleaner for 16' x 20' Room, Honeywell Enviracaire Portable HEPA Air Cleaner for up to 10 x 16 Room, Hoover Commercial Lightweight Upright Vacuum with E-Z Empty Dirt Cup, Hoover WindTunnel Plus Canister Vacuum, HP Designjet T520 Inkjet Large Format Printer - 24" Color, Ibico EPK-21 Electric Binding System, Imation Bio 2GB USB Flash Drive Imation Corp, Imation 8GB Mini TravelDrive USB 2.0 Flash Drive, Imation USB 2.0 Swivel Flash Drive USB flash drive - 4 GB - Pink, Ink Jet Note and Greeting Cards, 8-1/2" x 5-1/2" Card Size, Inter-Office Recycled Envelopes, Brown Kraft, Button-String,10" x 13" , 100/Box, Iris 3-Drawer Stacking Bin, Black, Jabra SPEAK 410 Multidevice Speakerphone, Jawbone JAMBOX Wireless Bluetooth Speaker, KeyTronic KT400U2 - Keyboard - Black, KeyTronic KT800P2 - Keyboard - Black, Kingston Digital DataTraveler 8GB USB 2.0, KLD Oscar II Style Snap-on Ultra Thin Side Flip Synthetic Leather Cover Case for HTC One HTC M7, Laminate Occasional Tables, LG Exalt, Logitech Keyboard K120, Logitech M510 Wireless Mouse, Logitech Wireless Anywhere Mouse MX for PC and Mac, Logitech Wireless Touch Keyboard K400, Lunatik TT5L-002 Taktik Strike Impact Protection System for iPhone 5, Master Caster Door Stop, Large Brown, Master Giant Foot Doorstop, Safety Yellow, Maxell CD-R Discs, Maxell DVD-RAM Discs, Mead 1st Gear 2" Zipper Binder, Asst. Colors, Memo Book, 100 Message Capacity, 5 3/8” x 11”, Memorex Micro Travel Drive 4 GB, Newell 307, Newell 313, Newell 323, Newell 328, Newell 33, Newell 339, Newell 349, Nokia Lumia 925, Nortel Business Series Terminal T7208 Digital phone, Nu-Dell Leatherette Frames, Nu-Dell Oak Frame, OIC Thumb-Tacks, Panasonic KP-350BK Electric Pencil Sharpener with Auto Stop, Panasonic KX - TS880B Telephone, Panasonic KX T7731-B Digital phone, Panasonic KX TS3282B Corded phone, Pastel Pink Envelopes, Perixx PERIBOARD-512B, Ergonomic Split Keyboard, Petty Cash Envelope, Plantronics HL10 Handset Lifter, Plantronics Voyager Pro Legend, Pressboard Data Binder, Crimson, 12" X 8 1/2", Recycled Premium Regency Composition Covers, Ricoh - Ink Collector Unit for GX3000 Series Printers, Riverside Furniture Stanwyck Manor Table Series, Rosewill 107 Normal Keys USB Wired Standard Keyboard, SAFCO Folding Chair Trolley, Safco Value Mate Steel Bookcase, Baked Enamel Finish on Steel, Black, Samsung Galaxy Note 3, SanDisk Cruzer 16 GB USB Flash Drive, Sanford EarthWrite Recycled Pencils, Medium Soft, #2, SANFORD Liquid Accent Tank-Style Highlighters, Sanford Pocket Accent Highlighters, Sanford Prismacolor Professional Thick Lead Art Pencils, 36-Color Set, Sanford Uni-Blazer View Highlighters, Chisel Tip, Yellow, Sanyo Counter Height Refrigerator with Crisper, 3.6 Cubic Foot, Stainless Steel/Black, Sauder Barrister Bookcases, Sauder Camden County Barrister Bookcase, Planked Cherry Finish, Sauder Cornerstone Collection Library, Sauder Forest Hills Library with Doors, Woodland Oak Finish, Sauder Mission Library with Doors, Fruitwood Finish, Seidio BD2-HK3IPH5-BK DILEX Case and Holster Combo for Apple iPhone 5/5s - Black, Seth Thomas 12" Clock w/ Goldtone Case, Shocksock Galaxy S4 Armband, SKILCRAFT Telephone Shoulder Rest, 2" x 6.5" x 2.5", Black, SmartStand Mobile Device Holder, Assorted Colors, Smead Adjustable Mobile File Trolley with Lockable Top, Sony Micro Vault Click 4 GB USB 2.0 Flash Drive, Southworth 100% Cotton The Best Paper, Southworth 25% Cotton Granite Paper & Envelopes, Space Solutions Industrial Galvanized Steel Shelving., Storex Flexible Poly Binders with Double Pockets, Swingline SM12-08 MicroCut Jam Free Shredder, Telephone Message Books with Fax/Mobile Section, 4 1/4" x 6", Tenex V2T-RE Standard Weight Series Chair Mat, 45" x 53", Lip 25" x 12", Tensor "Hersey Kiss" Styled Floor Lamp, Texas Instruments TI-34 Scientific Calculator, Things To Do Today Spiral Book, TOPS "Important Message" Pads, Canary, 4-1/4 x 5-1/2, 50 Sheets per Pad, TOPS 4 x 6 Fluorescent Color Memo Sheets, 500 Sheets per Pack, Tops Green Bar Computer Printout Paper, TOPS Voice Message Log Book, Flash Format, Translucent Push Pins by OIC, Tripp Lite Isotel 8 Ultra 8 Outlet Metal Surge, Turquoise Lead Holder with Pocket Clip, Tyvek Top-Opening Peel & Seel Envelopes, Gray, VariCap6 Expandable Binder, Verbatim 25 GB 6x Blu-ray Single Layer Recordable Disc, 1/Pack, Wausau Papers Astrobrights Colored Envelopes, Wilson Jones Suede Grain Vinyl Binders, Wirebound Message Books, 2 7/8" x 5", 3 Forms per Page, Wirebound Message Books, 5-1/2 x 4 Forms, 2 or 4 Forms per Page, Xerox 1889, Xerox 1907, Xerox 1921, Xerox 193, Xerox 1936, Xerox 1946, Xerox 1948, Xerox 1950, Xerox 1963, Xerox 197, Xerox 1979, Xerox 198, Xerox 1982, Xerox 22, Xerox 223, Xerox 229, Zebra GX420t Direct Thermal/Thermal Transfer Printer, #10-4 1/8" x 9 1/2" Premium Diagonal Seam Envelopes, 1/4 Fold Party Design Invitations & White Envelopes, 24 8-1/2" X 11" Cards, 25 Env./Pack, 3D Systems Cube Printer, 2nd Generation, Magenta, 3D Systems Cube Printer, 2nd Generation, White, 3M Office Air Cleaner, Acco 6 Outlet Guardian Basic Surge Suppressor, Acme Serrated Blade Letter Opener, Alliance Rubber Bands, Anderson Hickey Conga Table Tops & Accessories, Anker 24W Portable Micro USB Car Charger, Ativa MDM8000 8-Sheet Micro-Cut Shredder, Ativa V4110MDD Micro-Cut Shredder, Atlantic Metals Mobile 2-Shelf Bookcases, Custom Colors, Avery 05222 Permanent Self-Adhesive File Folder Labels for Typewriters, on Rolls, White, 250/Roll, Avery 482, Avery 497, Avery 500, Avery 507, Avery 515, Avery Hi-Liter Comfort Grip Fluorescent Highlighter, Yellow Ink, Avery Hi-Liter Fluorescent Desk Style Markers, Avery Hi-Liter GlideStik Fluorescent Highlighter, Yellow Ink, Belkin 8-Outlet Premiere SurgeMaster II Surge Protectors, Belkin iPhone and iPad Lightning Cable, Belkin OmniView SE Rackmount Kit, Belkin QODE FastFit Bluetooth Keyboard, Bevis Round Conference Room Tables and Bases, Binney & Smith Crayola Metallic Crayons, 16-Color Pack, Boston 16701 Slimline Battery Pencil Sharpener, Boston 16750 Black Compact Battery Pencil Sharpener, Boston 1827 Commercial Additional Cutter, Drive Gear & Gear Rack for 1606, Canon Image Class D660 Copier, Canon PC170 Desktop Personal Copier, Cisco 9971 IP Video Phone Charcoal, Cisco CP-7937G Unified IP Conference Station Phone, Classic Ivory Antique Telephone ZL1810, Col-Erase Pencils with Erasers, Color-Coded Legal Exhibit Labels, Contemporary Borderless Frame, Dell Slim USB Multimedia Keyboard, Desktop 3-Pocket Hot File, Dixon Ticonderoga Core-Lock Colored Pencils, 48-Color Set, Dixon Ticonderoga Erasable Colored Pencil Set, 12-Color, Document Clip Frames, Durable Pressboard Binders, Eldon 200 Class Desk Accessories, Black, Eldon 300 Class Desk Accessories, Black, Eldon Econocleat Chair Mats for Low Pile Carpets, Eldon Executive Woodline II Cherry Finish Desk Accessories, Eldon Expressions Mahogany Wood Desk Collection, Electrix Fluorescent Magnifier Lamps & Weighted Base, Electrix Incandescent Magnifying Lamp, Black, Epson TM-T88V Direct Thermal Printer - Monochrome - Desktop, Epson WorkForce WF-2530 All-in-One Printer, Copier Scanner, Executive Impressions 13-1/2" Indoor/Outdoor Wall Clock, Executive Impressions 14" Contract Wall Clock with Quartz Movement, Executive Impressions 16-1/2" Circular Wall Clock, Executive Impressions 8-1/2" Career Panel/Partition Cubicle Clock, Fellowes Econo/Stor Drawers, Fellowes Presentation Covers for Comb Binding Machines, First Data TMFD35 PIN Pad, GBC Therma-A-Bind 250T Electric Binding System, Global Adaptabilites Bookcase, Cherry/Storm Gray Finish, Global Italian Leather Office Chair, Hammermill Color Copier Paper (28Lb. and 96 Bright), Hewlett-Packard 300S Scientific Calculator, Hewlett-Packard Deskjet 6540 Color Inkjet Printer, Holmes Visible Mist Ultrasonic Humidifier with 2.3-Gallon Output per Day, Replacement Filter, Hon Deluxe Fabric Upholstered Stacking Chairs, Squared Back, Hon Metal Bookcases, Gray, Honeywell Enviracaire Portable Air Cleaner for up to 8 x 10 Room, Hoover Commercial Lightweight Upright Vacuum, Howard Miller 12-3/4 Diameter Accuwave DS Wall Clock, Howard Miller 12" Round Wall Clock, HP Office Paper (20Lb. and 87 Bright), HP Officejet Pro 8600 e-All-In-One Printer, Copier, Scanner, Fax, Imation Swivel Flash Drive USB flash drive - 8 GB, iOttie XL Car Mount, Kensington 6 Outlet MasterPiece HOMEOFFICE Power Control Center, Kensington 6 Outlet SmartSocket Surge Protector, KeyTronic 6101 Series - Keyboard - Black, Kingston Digital DataTraveler 64GB USB 2.0, Kleencut Forged Office Shears by Acme United Corporation, Letter Size File, Letter Slitter, Lexmark 20R1285 X6650 Wireless All-in-One Printer, Lexmark MarkNet N8150 Wireless Print Server, Lexmark S315 Color Inkjet Printer, Logitech Wireless Headset H600 Over-The-Head Design, Logitech Wireless Boombox Speaker - portable - wireless, wired, Loose Memo Sheets, Maxell iVDR EX 500GB Cartridge, Memorex Mini Travel Drive 32 GB USB 2.0 Flash Drive, Message Book, Standard Line "While You Were Out", 5 1/2" X 4", 200 Sets/Book, Micro Innovations Wireless Classic Keyboard with Mouse, Microsoft Arc Touch Mouse, Motorola Moto X, Newell 308, Newell 316, Newell 329, Newell 337, Newell 338, Newell 340, Nu-Dell EZ-Mount Plastic Wall Frames, O'Sullivan Cherrywood Estates Traditional Barrister Bookcase, O'Sullivan Cherrywood Estates Traditional Bookcase, Office Star - Contemporary Task Swivel chair with 2-way adjustable arms, Plum, Office Star - Ergonomic Mid Back Chair with 2-Way Adjustable Arms, Office Star - Task Chair with Contemporary Loop Arms, Okidata B400 Printer, Okidata C610n Printer, Okidata MB491 Multifunction Printer, Okidata MB760 Printer, OtterBox Defender Series Case - iPhone 5c, Panasonic KP-310 Heavy-Duty Electric Pencil Sharpener, Panasonic KX MC6040 Color Laser Multifunction Printer, Portfile Personal File Boxes, Post-it “Important Message” Note Pad, Neon Colors, 50 Sheets/Pad, Quartet Alpha White Chalk, 12/Pack, RCA ViSYS 25825 Wireless digital phone, Recycled Interoffice Envelopes with Re-Use-A-Seal Closure, 10 x 13, Rediform Voice Mail Log Books, Rush Hierlooms Collection Rich Wood Bookcases, Samsung Convoy 3, Samsung Galaxy Note 2, Samsung Galaxy S4 Active, SanDisk Cruzer 4 GB USB Flash Drive, Sanford Colorific Scented Colored Pencils, 12/Pack, Sannysis Cute Owl Design Soft Skin Case Cover for Samsung Galaxy S4, Sauder Camden County Collection Library, Sauder Facets Collection Locker/File Cabinet, Sky Alder Finish, Self-Adhesive Address Labels for Typewriters with Dispenser Box, Serrated Blade or Curved Handle Hand Letter Openers, Southworth Structures Collection, Standard Line “While You Were Out” Hardbound Telephone Message Book, Star Micronics TSP800 TSP847IIU Receipt Printer, Sterling Rubber Bands by Alliance, Stockwell Gold Paper Clips, Tenex Traditional Chairmats for Hard Floors, Average Lip, 36" x 48", Texas Instrument TI-15 Fraction Calculator, TOPS Money Receipt Book, Consecutively Numbered in Red,, Ultra Door Kickplate, 8"H x 34"W, Unpadded Memo Slips, Westinghouse Mesh Shade Clip-On Gooseneck Lamp, Black, White GlueTop Scratch Pads, Wilson Jones DublLock D-Ring Binders, Wilson Jones Hanging Recycled Pressboard Data Binders, Wirebound Message Forms, Four 2 3/4 x 5 Forms per Page, Pink Paper, Wirebound Voice Message Log Book, Xblue XB-1670-86 X16 Small Office Telephone - Titanium, Xerox 1890, Xerox 1892, Xerox 1896, Xerox 190, Xerox 1902, Xerox 1955, Xerox 1956, Xerox 1958, Xerox 1973, Xerox 1976, Xerox 1980, Xerox 1983, Xerox 1985, Xerox 1990, Xerox 1998, Xerox 207, Xerox 208, Xerox 215, Zebra ZM400 Thermal Label Printer, 4009 Highlighters, Acco Glide Clips, AT&T EL51110 DECT, Avaya IP Phone 1140E VoIP phone, Avery 484, Avery 5, Avery Hi-Liter Pen Style Six-Color Fluorescent Set, Barricks Non-Folding Utility Table with Steel Legs, Laminate Tops, Belkin 7 Outlet SurgeMaster Surge Protector with Phone Protection, Belkin 8 Outlet SurgeMaster II Gold Surge Protector with Phone Protection, Boston 1900 Electric Pencil Sharpener, Brother MFC-9340CDW LED All-In-One Printer, Copier Scanner, Bush Birmingham Collection Bookcase, Dark Cherry, Bush Saratoga Collection 5-Shelf Bookcase, Hanover Cherry, Special Order, Bush Westfield Collection Bookcases, Dark Cherry Finish, Fully Assembled, Canon Color ImageCLASS MF8580Cdw Wireless Laser All-In-One Printer, Copier, Scanner, Canon imageCLASS MF7460 Monochrome Digital Laser Multifunction Copier, Cherry 142-key Programmable Keyboard, Cisco 8961 IP Phone Charcoal, Cisco Desktop Collaboration Experience DX650 IP Video Phone, Cisco SPA 501G IP Phone, Cisco SPA525G2 5-Line IP Phone, Cisco TelePresence System EX90 Videoconferencing Unit, Computer Printout Paper with Letter-Trim Fine Perforations, Cubify CubeX 3D Printer Triple Head Print, Decoflex Hanging Personal Folder File, Eldon File Chest Portable File, Eldon Jumbo ProFile Portable File Boxes Graphite/Black, Epson Perfection V600 Photo Scanner, Eureka Disposable Bags for Sanitaire Vibra Groomer I Upright Vac, Eureka Hand Vacuum, Bagless, Fellowes Smart Surge Ten-Outlet Protector, Platinum, Global Enterprise Series Seating Low-Back Swivel/Tilt Chairs, Grip Seal Envelopes, Hewlett-Packard Deskjet 3050a All-in-One Color Inkjet Printer, Hewlett-Packard Deskjet 5550 Printer, Hewlett-Packard Deskjet D4360 Printer, Hewlett-Packard Deskjet F4180 All-in-One Color Ink-jet - 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Analysis

There no missing values in any column. Row.Id is assigned as a numeric data type but should be categorical(nominal). (It can likely be dropped without affecting the data set). Postal code should also be categorical, as it is a nominal data type.

Order.Date and Shipment.Date are classified as categorical but should be date-time.

Cleaning

Order.ID is dropped from the data set. Order.Date and Shipment.Date are converted to date-time data types. Postal code is converted to a character data type and 0 is added to the beginning of values that are fewer than 5 digits.

Part 2: Descriptive Statistics

1. Compute Summary Statistics for numerical variables.

Table 2: Summary Statistics for Numeric Values

**Summary Statistics for Numeric Variables**
Characteristic	N = 9,994
Sales
Mean (SD)	229.86 (623.25)
Median (Q1, Q3)	54.49 (17.28, 209.94)
Min, Max	0.44, 22,638.48
Quantity
Mean (SD)	3.79 (2.23)
Median (Q1, Q3)	3.00 (2.00, 5.00)
Min, Max	1.00, 14.00
Discount
Mean (SD)	0.16 (0.21)
Median (Q1, Q3)	0.20 (0.00, 0.20)
Min, Max	0.00, 0.80
Profit
Mean (SD)	28.66 (234.26)
Median (Q1, Q3)	8.67 (1.73, 29.36)
Min, Max	-6,599.98, 8,399.98

Analysis

The distribution of Sales is right skewed with a mean much larger than its median and a wide standard deviation.

The distribution of Quantity looks like a gamma distribution with a right skew but means and median close together in value.

The distribution of Discount looks normal with identical mean, median, and standard deviation.

Profit has median below the mean and most likely is right-skewed.

2. Explore frequency counts for categorical variables

The largest selling subcategory by volume is Binders, followed closely by Paper. The lowest volume subcategories are Copiers and Machines, likely due to their size and durability.

The West region fulfills the most orders, followed by the east. The west makes up 32% of all orders. The West and East make up 60% of all orders.

When broken down by category we don’t see anything unexpected. The West and East Regions make up a bulk of all orders, with Office Supplies as the largest category.

Part 3: Pattern Mining and Analysis

1. Which regions contribute the most to overall profit? Are there regions that consistently underperform?

The West and East Region produce the highest profits,

The count of orders for the West region is higher than any other region, leading to the highest total profit. It may be useful to look at per-order profit per each region.

Table 3: Profit per Order by Region

Region	Total Profit	Orders	Profit/Order
Central	39706	2323	17
East	91523	2848	32
South	46749	1620	29
West	108418	3203	34

Even when looking at the amount of Profit per Order, the West outperforms the other regions at $34 per order, with the East in a close second place at 32. The South has the fewest orders but has a high profit-per-order value (29). The South Region may be selling higher volumes of larger, high-cost itmes.

2. Which product categories generate the highest profit margins?

3. How does customer segment influence average order value and quantity purchased?

Table 4: Average Sales and Quantity by Segment

Segment	Average Sales	Average Quantity
Fig. 8: Average Sales and Quantity by Segment
Consumer	224	3.8
Corporate	234	3.8
Home Office	241	3.8

The Home Office Segment has the highest Average Sales, about $240 per order. Average Quantity is similar across all Segments, about 3.8 products per order.

4. Are there geographic regions with consistantly low profitability or sales?

The Central and South regions have under performed compared to the West and East. It may be useful to isolate 2016 data and mine for further insights as all regions performed relatively equally for that year, with Central and South dropping the following year.

5. What is the relationship between discount levels and profit across different sub-categories?

Furniture profits are the most affected by discount rates, specifically Tables, Bookcases, and Chairs. This shouldn’t be a surprise as we saw low profits in this category (see fig. 7).

6. How does shipping mode correlate with delivery time and total order value?

Table 5: Shipping Mode Statistics

Ship.Mode	Count	Average Delivery Time	Average Value	Average Quantity
Fig. 11: Shipping Mode Statistics
First Class	1538	2.183	228	3.7
Same Day	543	0.044	236	3.6
Second Class	1945	3.238	236	3.8
Standard Class	5968	5.007	228	3.8

The is little difference in the average Order value per Shipping Mode (p=0.95). And there is little difference between the average Quantity of items shipped per order when separated by Shipping Mode (p = 0.06), with the exception of maybe Same Day delivery as customers may have to pay more to ship same day so they order fewer items, or these are “emergency” orders where a client only needs one thing.

7. Are there seasonal patterns in customer purchasing behavior across segments?

There is evidence of seasonality with increases in sales for all segments around November and December and decreased sales in January and February.

8. How do discounts affect profit margins across categories?

Table 6: Discount and Profit by Category

Category	Count	Average Discount	Average Profit
Discount and Profit by Category
Furniture	2121	0.17	8.7
Office Supplies	6026	0.16	20.3
Technology	1847	0.13	78.8

The Category with the largest discount is Furniture, which also has the lowest average profit, so it is arguable that the large discount is eating into profits. Technology has the highest profit but lowest average discount, which supports this argument, but the results may be a little skewed since fewer items in the Technology category are sold overall.

9. Are there noticeable seasonal trends with sales volumes?

As with sales, we see a seasonal increase in both orders and total items shipped (Quantity) in November and December and drops in volume in January and February. There are yearly increases in orders in September, and relatively lower sales in October compared to surrounding months.

When sales drop there is a concurrent drop in the number of items per order.

Is the discount rate affected by seasonality?

There does seem to be a correlation between low Discount Rates and low orders and items-per-order rates as evidenced by the drop in both in February 2016. Generally Discounts are offered during high-sales seasons, primarily taking place in November and December.

10. Is there a relationship between shipping mode and profitability or order size?

Table 7: Shipping Mode Statistics

Ship.Mode	Count	Mean Profit	Mean Order Size
Shipping Mode Statistics
First Class	1538	32	3.7
Same Day	543	29	3.6
Second Class	1945	30	3.8
Standard Class	5968	27	3.8

There is little variation in the average order quantity across shipping modes. The most profitable mode is First Class, which has an average of $2.30 greater than the next highest average. But there is no significant difference between average profit between shipping modes (p = 0.93, F = 0.15).

Table 8: Anova Results

ANOVA Results: Profit by Shipping Mode
term	df	sumsq	meansq	statistic	p.value
Ship.Mode	3	2.5e+04	8449	0.15	0.93
Residuals	9990	5.5e+08	54892	NA	NA

Appendix

Use of AI

The primary AI LLM used was Claude.AI. The AI was used for debugging and the building some of the more complex plots, and for general search/query requests. At no point was the actual data set loaded/fed to the AI, nor were results or assessments made by the AI used directly in the assignment.

Works Consulted

Chang, Winston, 2018. R Graphics Cookbook, 2ed. O’Reilly Media.

Code used for this report

knitr::opts_chunk$set(echo = FALSE, message = FALSE, warning = FALSE)
# libraries

library(tidyverse)
library(gt)
library(gtsummary)
library(gtExtras)
library(kableExtra)
library(scales)
library(broom)
theme_set(theme_minimal())
options(digits = 2)
# Loading the data
df <- read.csv("Sample - Superstore.csv", encoding = "latin1")


# get the dimensions and produce a table

dims <-  data.frame(Rows = dim(df)[1],
           Columns = dim(df)[2])
gt(dims)  |> 
  tab_header(
    title = "Dataset Dimensions"
  ) |> 
  tab_options(table.align = 'left')
# summary stats for all variables in the df
df[, c(names(df)[sapply(df, is.numeric)],
      names(df)[!sapply(df, is.numeric)])] |> 
  gt_plt_summary() |> 
  tab_header(title = "Fig. 1: Superstore Dataset",
             subtitle = "Data Types and Summary Statistics")
# clean data

df$Order.Date <- mdy(df$Order.Date)
df$Ship.Date <- mdy(df$Ship.Date)

# add 0 to front of 4-digit zips
# convert ot categorical
df$Postal.Code <- as.character(df$Postal.Code) 

# add "0" to the beginning of any postal codes that have fewer than 5 digits
df <- df |> 
  mutate(Postal.Code = str_pad(Postal.Code, width = 5, side = 'left', pad = '0'))

# drop Row.Id
df <- df |> 
  select(- Row.ID)
# numeric summary stats
df[, names(df)[sapply(df, is.numeric)]] |> 
  tbl_summary(
    type = all_continuous() ~ "continuous2",
    statistic = all_continuous() ~ c(
      "{mean} ({sd})",
      "{median} ({p25}, {p75})",
      "{min}, {max}"
    ),
    digits = all_continuous() ~ 2
  ) |>
  modify_caption("**Summary Statistics for Numeric Variables**") |>
  bold_labels() |> 
  as_gt() |> 
  tab_options(table.align = 'left')
# product counts
df |> 
  group_by(Category) |> 
  summarize(Count = n()) |> 
  ggplot(aes(x = Category, y = Count))+
  geom_col(fill = 'blue3', alpha = 0.7, color = 'black')+
  geom_text(aes(label = Count), vjust = -0.3)+
  labs(title = 'Fig. 2: Product Category Counts',
       x = "",
       y = '')+
  scale_y_continuous(limits = c(0,7000))
# sub product counts
df |> 
  group_by(Sub.Category) |> 
  summarise(Count = n()) |> 
  arrange(desc(Count)) |> 
  ggplot(aes(x = reorder(Sub.Category, Count), y=Count))+
  geom_col(fill = 'blue3', color = 'black', alpha = 0.7)+
  coord_flip()+
  geom_text(aes(label=Count), hjust = 1.2, color='lightgray')+
  labs(title = "Fig. 3: Product Subcategory Counts",
       x="",
       y="")
# Orders by region
df |> 
  group_by(Region) |> 
  summarize(Count = n()) |> 
  ggplot(aes(x = Region, y = Count))+
  geom_col(fill = 'blue3', alpha = 0.75, color = 'black')+
  geom_text(aes(label = Count), vjust = -0.3)+
  labs(title = "Fig. 4: Orders by Region",
       y="")
# Category counts by region
ggplot(df, aes(x = Category, fill=Region))+
  geom_bar(position = 'dodge', color='black')+
  geom_text(aes(label = after_stat(count)),
            stat = "count",
            vjust = -0.35,
            position = position_dodge(0.9))+
  scale_fill_brewer(palette = 'Blues')+
  labs(title= "Fig. 5: Category Counts by Region",
       x="",
       y="")+
  theme(legend.position = 'top',
        legend.direction = 'horizontal')

# total profit by region
df |> 
  group_by(Region) |> 
  summarize("Total Profit" = sum(Profit)) |> 
  ggplot(aes(x = Region, y = `Total Profit`))+
  geom_col(color = "black", fill="blue3", alpha = 0.74)+
  geom_text(aes(label =dollar(round(`Total Profit`, digits=0))),
            vjust = -0.3)+
  labs(title = "Fig. 6: Total Profit by Region",
       x = "",
       y="")+
  scale_y_continuous(labels = label_dollar(scale = 1/1000, suffix = "k"))
df |> 
  group_by(Region) |> 
  summarise("Total Profit" = sum(Profit),
            Orders = n(),
            "Profit/Order" = sum(Profit)/n()) |> 
  gt() |> 
  tab_options(table.align = 'left')
# Profit by category
df |> 
  group_by(Category) |> 
  summarise("Total Profit" = round(sum(Profit))) |> 
  ggplot(aes(x = Category, y = `Total Profit`))+
  geom_col(fill = "blue3", color ="black", alpha = 0.74)+
  geom_text(aes(label =dollar(round(`Total Profit`, digits=0))),
            vjust = -0.3)+
  labs(title = "Fig. 7: Total Profit by Category",
       x = "", 
       y = "")+
  scale_y_continuous(labels = label_dollar(scale = 1/1000, suffix = "k"))
# sum stats table for Segment
df |> 
  group_by(Segment) |> 
  summarise("Average Sales" = mean(Sales),
            "Average Quantity" = mean(Quantity)) |> 
  gt() |> 
  tab_header(title = "Fig. 8: Average Sales and Quantity by Segment") |> 
  tab_options(table.align = "left")
# line chart for profits by region per year
df |> 
  mutate(Year = year(Order.Date)) |> 
  group_by(Region, Year) |> 
  summarise(Profit = sum(Profit)) |> 
  ggplot(aes(x = Year, y = Profit, color = Region))+
  geom_line(size = 1)+
  labs(title = "Fig. 9: Regional Profits by Year",
       x = "",
       y = "")+
  scale_y_continuous(labels = label_dollar(scale = 1/1000, suffix = "k"))
# make a table with sub category stats
df |> 
  group_by(Sub.Category) |> 
  summarise("Mean Discount" = mean(Discount),
            "Mean Profit" = mean(Profit),
            "Correlation" = cor((Discount), (Profit)),
            "Ratio1" =  mean(Discount)/mean(Profit),
            "Ratio2" = mean(Profit)/mean(Discount),
            "Metric1" = mean(Discount)*mean(Profit)) |> 
  # create a horizontal bar chart 
  ggplot(aes(x = reorder(Sub.Category, Correlation), y = Correlation))+
  geom_col(fill = "darkred", color = "black", alpha = 0.75)+
  coord_flip()+
  scale_y_reverse()+
  labs(title = "Fig. 10:Correlation of Discount to Profit",
       x = "",
       y = "Correlation")+
  geom_text(aes(label=round(Correlation,digits=2)), hjust = 1.2, color='lightgray')
# table for Shipping Mode stats for Delivery/Order/Value
df |> 
  mutate(Delivery.Time = Ship.Date - Order.Date) |> 
  group_by(Ship.Mode) |> 
  summarise(Count = n(),
            "Average Delivery Time" = round(mean(Delivery.Time), digits = 3),
            "Average Value" = (mean(Sales)),
            "Average Quantity" = mean(Quantity)) |> 
  gt() |> 
  tab_header(title = "Fig. 11: Shipping Mode Statistics") |> 
  tab_options(table.align = 'left')
aov_results <-  aov(Sales ~ Ship.Mode, data = df)
aov_results <-  aov(Quantity ~ Ship.Mode, data = df)

# barchart average days for shipment. with CI
df |> 
  mutate(Delivery.Time = Ship.Date - Order.Date) |> 
  group_by(Ship.Mode) |> 
  summarise(Mean = mean(Delivery.Time),
            SD = sd(Delivery.Time),
            Count = n(),
            SE = sd(Delivery.Time)/sqrt(n())) |> 
  ggplot(aes(x = Ship.Mode, y = Mean))+
  geom_col(width = 0.5, fill = 'blue3', color = 'black', alpha = 0.77)+
  geom_errorbar(aes(ymin = Mean - SE*1.96, ymax = Mean+SE*1.96), width = 0.1)+
  labs(title = "Fig. 12: Average Length in Days Between Order and Shipment",
       subtitle = "95% CI",
       x = "Shipping Mode",
       y = "Days")+
  geom_text(aes(label = round(Mean, digits = 2), vjust = -0.5))
# time series for sales by customer segment
df |> 
  mutate(Month = floor_date(Order.Date, 'month')) |> 
  group_by(Month, Segment) |> 
  summarise(Sales = sum(Sales), .groups = 'drop') |> 
  ggplot(aes(x = Month, y = Sales, color = Segment))+
  facet_wrap(~Segment, ncol=1)+
  geom_line()+
  geom_smooth(se = FALSE, method = lm)+
  scale_x_date(date_breaks = "2 months",
                date_labels = "%b")+
  scale_y_continuous(labels = label_dollar(scale = 1/1000, suffix = "k"))+
  theme(legend.position = 'none',
         axis.text.x = element_text(angle = 45, hjust = 1))+
  labs(title = "Fig 13: Monthly Total Sales by Segment",
       subtitle = "2015-2018 | Includes Regression Line",
       x = "",
       y = "")
# Table for Category stats
df |> 
  group_by(Category) |> 
  summarise(Count = n(),
            "Average Discount" = mean(Discount),
            "Average Profit" = mean(Profit)) |> 
  gt() |> 
  tab_header(title ="Discount and Profit by Category") |>
  tab_options(table.align = 'left')
# Bar chart for Profit by category
df |> 
  group_by(Category) |> 
  summarise(Count = n(),
            "Average Discount" = mean(Discount),
            "Average Profit" = mean(Profit)) |> 
  ggplot(aes(x = Category, y = `Average Profit`))+
  geom_col(fill = 'blue3', color='black', alpha = 0.75)+
  geom_text(aes(label = paste("$", format(round(`Average Profit`, digits=2),nsmall=2)), vjust = -0.5))+
  geom_text(aes(label = paste("Dicount: ", round(`Average Discount`, digits=2))), 
            vjust = 1.5, color = 'lightgrey')+
  labs(title = "Fig. 14: Average Profit and Discount by Category",
       x = "")+
  scale_y_continuous(label = label_dollar())
# create time series table
ts <- df |> 
  mutate(Month = floor_date(Order.Date, 'month')) |> 
  group_by(Month) |> 
  summarise(Quantity = sum(Quantity),
            Count = n(),
            Difference = sum(Quantity) - n(),
            .groups = 'drop') 

# plot on line chart
ggplot(ts, aes(x = Month)) +
  geom_col(aes(y = Difference), fill = "lightgrey", color="grey",alpha= 0.2, width = 20)+
  geom_hline(yintercept = mean(ts$Difference), color = 'grey', linetype = "dashed")+
  geom_line(aes(y = Count))+
  geom_line(aes(y = Quantity), color = 'forestgreen')+
  annotate('text', label = "Quantity", x = as.Date("2017-11-01") , y=1950, color = 'forestgreen')+
  annotate('text', label = "Orders", x = as.Date("2017-11-01"), y = 525)+
  annotate("text", label = "Mean Difference\n in Order/Quantity\n Volume", x = as.Date("2014-03-01"),
           y = 850, color= 'darkgrey')+
  labs(title = "Fig. 15: Orders and Quantity Volume",
       subtitle = "With Order to Volume Differences | 2014 - 2018",
       x = "",
       y = "")+
  scale_x_date(date_breaks = "2 months",
                date_labels = "%b")

# time series of Discount by month
 df |> 
  mutate(Month = floor_date(Order.Date, 'month')) |> 
  group_by(Month) |> 
  summarise("Mean Discount" = mean(Discount)) |> 
  ggplot(aes(x = Month, y = `Mean Discount`)) +
  geom_line()+
  geom_hline(yintercept = mean(df$Discount), color = "darkgrey", linetype = "dashed")+
  annotate("text", label = "Average Discount: 0.16",
           x = as.Date("2014-05-10"), y = 0.165,
           color = "gray", alpha = 0.9)+
  scale_x_date(date_breaks = "2 months",
                date_labels = "%b") +
  labs(title = "Fig. 16: Discount Rate by Month",
       subtitle = "2014-2018")  
  
# create df for shipping mode and output a table
sm <- df |> 
  group_by(Ship.Mode) |> 
  summarise("Count" = n(),
            "Mean Profit" = mean(Profit),
            "Mean Order Size" = mean(Quantity))

gt(sm) |> 
  tab_header(title = "Shipping Mode Statistics") |> 
  tab_options(table.align = 'left')
# Bar chart for profit by shipping mode with avg Order quantity
ggplot(sm, aes(Ship.Mode, `Mean Profit`)) +
  geom_col(fill = "blue3", color = "black", alpha = 0.75) +
  geom_text(aes(label = paste("$", round(`Mean Profit`, digits = 2))), vjust = -0.4) +
  geom_text(aes(label = paste("Avg Quantity", round(`Mean Order Size`, digits=2))), vjust = 1.5, color = "gray")+
  labs(title = "Fig. 17: Average Profit by Shipping Mode",
       x = "",
       y = "") +
  scale_y_continuous(labels = label_dollar(), limits = c(0, 40))
# anova for difference in avg profit by ship mode
anova_result <- aov(Profit ~ Ship.Mode, data = df)
ar <- summary(anova_result) 
tidy(anova_result) |> 
  kable(digits = 2, caption = "ANOVA Results: Profit by Shipping Mode") |> 
  kable_styling(bootstrap_options = c("striped", "hover"), 
                full_width = FALSE)

Module 1 Assignment 1

James Wooden

2025-10-31